Generated by All in One SEO v4.9.10, this is an llms.txt file, used by LLMs to index the site.

# Machine Learning

Just another WordPress site

## Sitemaps

- [XML Sitemap](https://machinelearning.uni-saarland.de/sitemap.xml): Contains all public & indexable URLs for this website.

## Posts

- [Paper Accepted In Forty-third International Conference on Machine Learning, 2026](https://machinelearning.uni-saarland.de/2026/05/paper-accepted-in-forty-third-international-conference-on-machine-learning-2026/) - Paper title: Holder++: Improving the Quality-Coherence Trade-off in Multimodal VAEs Authors: Huyen Vo, Marı́a Martı́nez-Garcı́a, and Isabel Valera — Link: https://vothuckhanhhuyen.github.io/assets/pdf/Holder_ICML2026.pdf Abstract: Existing approaches for multimodal variational autoencoders (VAEs) face a trade-off between generative quality and coherence—i.e., they struggle to generate realistic and diverse samples that, at the same time, are semantically consistent across modalities.
- [Spotlight Paper Accepted In The 29th International Conference on Artificial Intelligence and Statistics, 2026](https://machinelearning.uni-saarland.de/2026/05/spotlight-paper-accepted-in-the-29th-international-conference-on-artificial-intelligence-and-statistics-2026/) - The Paper: Hellinger Multimodal Variational Autoencoders Authors: Huyen Vo and Isabel Valera — Link: https://arxiv.org/pdf/2601.06572 Abstract: Multimodal variational autoencoders (VAEs) are widely used for weakly supervised generative learning with multiple modalities. Predominant methods aggregate unimodal inference distributions using either a product of experts (PoE), a mixture of experts (MoE), or their combinations to approximate the
- [Paper Accepted at ACM FAccT Conferrence](https://machinelearning.uni-saarland.de/2026/04/paper-accepted-at-acm-facct-conferrence/) - The paper “From Universal to Individualized Actionability: Revisiting Personalization in Algorithmic Recourse” by Lena Marie Budde, Ayan Majumdar, Richard Uth, Markus Langer, Isabel Valera — Paper title: From Universal to Individualized Actionability: Revisiting Personalization in Algorithmic Recourse ACM FAccT: ACM Conference on Fairness, Accountability, and Transparency Link to accepted papers: https://arxiv.org/abs/2604.08030 Abstract: Algorithmic recourse aims
- [Paper Accepted at ACM FAccT Conferrence](https://machinelearning.uni-saarland.de/2026/05/paper-accepted-at-acm-facct-conferrence-2/) - The paper: First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs Authors: Kavya Gupta, Nektarios Kalampalikis, Christoph Heitz, Isabel Valera — Paper title: First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs ACM FAccT: ACM Conference on Fairness, Accountability, and Transparency Link to accepted papers: https://arxiv.org/abs/2604.08030 Abstract: Fairness in algorithmic decision-making is often defined in the predictive
- [Paper accepted to workshop](https://machinelearning.uni-saarland.de/2024/05/paper-accepted-to-workshop/) - The paper "Fairness Beyond Binary Decisions: A Case Study on German Credit", co-authored by our PhD student Deborah Kanubala, was accepted to the Third European Workshop on Algorithmic Fairness. --- Paper title: Fairness Beyond Binary Decisions: A Case Study on German Credit Workshop: Third European Workshop on Algorithmic Fairness (EWAF'24); Mainz, Germany July 1-3, 2024
- [Paper accepted at ACM FaccT 2024!](https://machinelearning.uni-saarland.de/2024/04/paper-accepted-at-acm-facct-2024/) - The paper "CARMA: A practical framework to generate recommendations for causal algorithmic recourse at scale", authored by our members Ayan Majumdar and Isabel Valera, was accepted to ACM FAccT 2024! Link to the conference: https://facctconference.org/2024/ Paper DOI: https://doi.org/10.1145/3630106.3659003
- [We hosted a workshop on Interpretability and Algorithmic Recourse](https://machinelearning.uni-saarland.de/2023/11/we-hosted-a-workshop-on-interpretability-and-algorithmic-recourse/) - We hosted a workshop on Interpretability and Algorithmic Recourse on the 27th of October. For a picture and list of guests and attendees, see Miriam Rateike's post on X: https://twitter.com/miriamrateike/status/1720445785978917071
- [Paper "Designing Long-term Group Fair Policies in Dynamical Systems" co-authored by Miriam Rateike accepted at the NeurIPS23 workshop on "Algorithmic Fairness Through the Lens of Time"](https://machinelearning.uni-saarland.de/2023/10/paper-designing-long-term-group-fair-policies-in-dynamical-systems-co-authored-by-miriam-rateike-accepted-at-the-neurips23-workshop-on-algorithmic-fairness-through-the-lens-of-time/) - The paper "Designing Long-term Group Fair Policies in Dynamical Systems" co-authored by our PhD student Miriam Rateike was accepted at the NeurIPS23 workshop on "Algorithmic Fairness Through the Lens of Time". It was also selected as one of 4 contributed talks (oral). Link to the workshop: https://www.afciworkshop.org/
- [Paper "Causal Normalizing Flows: from theory to practice" accepted as an Oral to Neurips 2023](https://machinelearning.uni-saarland.de/2023/10/paper-causal-normalizing-flows-from-theory-to-practice-accepted-as-an-oral-to-neurips-2023/) - The paper "Causal Normalizing Flows: from theory to practice" authored by our members Adrián Javaloy, Pablo Sánchez-Martín, and Isabel Valera was accepted as an **Oral** to Neurips 2023.
- [Paper "Causal Normalizing Flows: from theory to practice" won Best Paper Award at the 6th Workshop on Tractable Probabilistic Modeling](https://machinelearning.uni-saarland.de/2023/10/paper-causal-normalizing-flows-from-theory-to-practice-won-best-paper-award-at-the-6th-workshop-on-tractable-probabilistic-modeling/) - The paper "Causal Normalizing Flows: from theory to practice" authored by our members Adrián Javaloy, Pablo Sánchez-Martín, and Isabel Valera has won the Best Paper Award at the 6th Workshop on Tractable Probabilistic Modeling at UAI 2023.
- [Abstract by Miriam Rateike accepted to WiML Workshop at NeurIPS23](https://machinelearning.uni-saarland.de/2023/10/abstract-by-miriam-rateike-accepted-to-wiml-workshop-at-neurips23/) - The abstract "Exploring Unregulated Discrimination: Algorithmically Created Disadvantaged Groups" by our PhD Student Miriam Rateike was accepted to the WiML workshop at NeurIPS23. More information on the workshop can be found on this and this website.
- [Paper "Weakly Supervised Detection of Hallucinations in LLM Activations" accepted to NeurIPS Workshop on Socially Responsible Language Modelling Research](https://machinelearning.uni-saarland.de/2023/10/paper-weakly-supervised-detection-of-hallucinations-in-llm-activations-accepted-to-neurips-workshop-on-socially-responsible-language-modelling-research/) - The paper "Weakly Supervised Detection of Hallucinations in LLM Activations" coauthored by our PhD Student Miriam Rateike was accepted to the NeurIPS23 Workshop "Socially Responsible Language Modelling Research" (https://solar-neurips.github.io/). The full list of authors is Miriam Rateike, Celia Cintas, John Wamburu, Tanya Akumu and Skyler Speakman.
- [PhD student Miriam Rateike received a Google PhD Fellowship award](https://machinelearning.uni-saarland.de/2023/10/phd-student-miriam-rateike-recieved-a-google-phd-fellowship-award/) - Google has awarded a prestigious Google PhD Fellowship to our PhD student Miriam Rateike. The Google PhD Fellowship program recognizes and supports exceptional graduate students in computer science and related disciplines. More details can be found via her Twitter page.
- [Deborah Kanubala is co-organizing Deep Learning Indaba](https://machinelearning.uni-saarland.de/2023/09/deborah-kanubala-is-co-organizing-deep-learning-indaba/) - The Deep Learning Indaba is an annual gathering of African ML community, aiming to strengthen machine learning in Africa. This year's conference runs from September 3rd to 9th. Our PhD student, Deborah D. Kanubala, is part of the organising team, serving on the Applications and Selection committee. She will facilitate a tutorial on Machine Learning
- [Acceptance of the Algorithmic Fairness Workshop at NEURIPS2023](https://machinelearning.uni-saarland.de/2023/07/acceptance-of-the-algorithmic-fairness-workshop-at-neurips2023/) - The NeurIPS Conference announced the accepted workshops, among which is the "Algorithmic Fairness through the Lens of Time" workshop, which is co-organized by our PhD student Miriam Rateike. Follow the workshops Twitter page to stay up-to-date!
- [Contribution by Our Group to the Proceedings of the Conference on Discrimination and AI](https://machinelearning.uni-saarland.de/2023/07/contribution-by-our-group-to-the-proceedings-of-the-conference-on-discrimination-and-ai/) - Our PhD student Miriam Rateike contributed a chapter on fair AI to the Proceedings of the conference on discrimination and AI, which were now published by the "Institut für Recht und Digitalisierung Trier". The announcement tweet is linked here: Miriam Rateike's Tweet The full report (in German) can be found free to download here: PDF
- [ERC Starting Grant](https://machinelearning.uni-saarland.de/2022/04/erc-starting-grant/) - Professor Isabel Valera has been recently awarded with an ERC Starting Grant for her project “Society-Aware Machine Learning: The paradigm shift demanded by society to trust machine learning.” The project will be officially starting early 2023, and we will be seeking for PhD students and postdoctoral researchers to join the team! For more details, see

## Pages

- [Landing Page](https://machinelearning.uni-saarland.de/) - The Machine Learning group at Saarland University is led by Professor Isabel Valera, and focuses on fair, interpretable and trustworthy algorithms.
- [SAML](https://machinelearning.uni-saarland.de/saml/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_margin=”-23px|auto||auto||” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.27.7″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” locked=”off” global_colors_info=”{}”] Society-Aware Machine Learning (SAML) SAML is a European Research Council (ERC) Starting Grant project focused on developing machine learning systems that are
- [Isabel Valera](https://machinelearning.uni-saarland.de/isabel-valera/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″] Isabel Valera ​Saarland Informatics Campus Building E1 1, R. 225
- [Courses](https://machinelearning.uni-saarland.de/courses/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_row column_structure=”3_4,1_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”3_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Computational Complexity – Teaching” _builder_version=”4.27.6″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″]Machine Learning – Teaching Summer Term 2026 Lecture “Machine Learning” Winter Term 2025/2026 Lecture “Deep Probabilistic Generative Models“ Lecture “Elements of Machine Learning” Summer Term 2025 Lecture “Advanced Time Series Analysis: From probabilistic to
- [Pablo Sanchez](https://machinelearning.uni-saarland.de/pablo-sanchez/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” global_colors_info=”{}”] Pablo Sánchez E: sanchez@cs.uni-saarland.de [/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″
- [Publications](https://machinelearning.uni-saarland.de/publications/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Computational Complexity – Publications” _builder_version=”4.27.6″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″]Machine Learning – Publications106 entries « ‹ 1 of 6 › » 1. Majumdar, Ayan; Kanubala, Deborah Dormah; Gupta, Kavya; Valera, IsabelA Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination Journal Article In: CoRR,
- [María Martínez García](https://machinelearning.uni-saarland.de/maria-martinez-garcia/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.27.4″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=”” animation_duration_last_edited=”on|desktop”
- [Kavya Gupta](https://machinelearning.uni-saarland.de/kavya-gupta/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=”” animation_duration_last_edited=”on|desktop”
- [Adrián Javaloy](https://machinelearning.uni-saarland.de/adrian-javaloy/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=”” animation_duration_last_edited=”on|desktop”
- [Huyen Khanh Vo](https://machinelearning.uni-saarland.de/huyen-khanh-vo/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=”” animation_duration_last_edited=”on|desktop”
- [People](https://machinelearning.uni-saarland.de/people/) - [et_pb_section fb_built=”1″ disabled_on=”off|off|off” _builder_version=”4.16″ _module_preset=”default” background_color=”#FFFFFF” locked=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Staff” _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][et_pb_row column_structure=”1_3,1_3,1_3″ admin_label=”Row” _builder_version=”4.11.3″ _module_preset=”default” global_module=”178″ saved_tabs=”all” global_colors_info=”{}”][et_pb_column type=”1_3″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][ext_contact_box name=”Prof. Dr. Isabel Valera” building=”E1.1″ room=”2.25″ tel=”+ 49(0) 681 302 70171″ link=”https://machinelearning.uni-saarland.de/isabel-valera/” img=”https://machinelearning.uni-saarland.de/wp-content/uploads/2021/10/IsaWeb.png” _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][/ext_contact_box][ext_contact_box name=”Batuhan Koyuncu” building=”E1.1″ room=”2.22.1″ link=”https://machinelearning.uni-saarland.de/batuhan-koyuncu” img=”https://machinelearning.uni-saarland.de/wp-content/uploads/2026/04/pp_Cms_final.png” module_class=”PhDStudent” _builder_version=”4.27.6″ _module_preset=”default”
- [Reading Group](https://machinelearning.uni-saarland.de/reading-group/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” min_height=”0px” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” featured_image=”off” admin_label=”Post Title” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” custom_margin=”||29px||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.6″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″]In each session, a presenter walks participants through a paper, breaking it down and leading the discussion. To get the most
- [Amir-Hossein Karimi](https://machinelearning.uni-saarland.de/amir-hossein-karimi/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” module_class=”pub-layout-v2″ _builder_version=”4.27.6″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” global_colors_info=”{}”] Amir-Hossein Karimi E: amirhkarimi@gmail.comT: @amirhkarimi_ [/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_column
- [Batuhan Koyuncu](https://machinelearning.uni-saarland.de/batuhan-koyuncu/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.27.6″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″] Batuhan Koyuncu ​Saarland Informatics CampusBuilding E1 1, Room 2.24 E: koyuncu@cs.uni-saarland.de [/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section
- [Yifan Wang](https://machinelearning.uni-saarland.de/yifan-wang/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.27.4″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=”” animation_duration_last_edited=”on|desktop”
- [Tim Nico Bauerschmidt](https://machinelearning.uni-saarland.de/tim-nico-bauerschmidt/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.27.6″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” hover_enabled=”0″ module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=””
- [Elina Rojin Celik](https://machinelearning.uni-saarland.de/elina-rojin-celik/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.27.6″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=”” animation_duration_last_edited=”on|desktop”
- [Deborah Kanubala](https://machinelearning.uni-saarland.de/deborah-kanubala/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=”” animation_duration_last_edited=”on|desktop”
- [Positions](https://machinelearning.uni-saarland.de/positions/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” custom_margin=”-23px|auto||auto||”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”]Apply for all positions and research opportunities (HiWi, BSc/MSc thesis, PhD, Postdoc) using this form. For HiWi and BSc/MSc thesis applications, currently, only applicants from UdS are accepted. Research
- [Kunchangtai Liang](https://machinelearning.uni-saarland.de/kunchangtai-liang/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.27.4″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” hover_enabled=”0″ module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet”
- [Jonas Klesen](https://machinelearning.uni-saarland.de/jonas-klesen/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” global_colors_info=”{}”] Jonas Klesen E: s8jokles@stud.uni-saarland.de [/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″
- [Nektarios Kalampalikis](https://machinelearning.uni-saarland.de/nektarios-kalampalikis/) - [et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.16″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.16″ _module_preset=”default” text_font=”||||||||” transform_scale_last_edited=”off|phone” transform_translate_last_edited=”off|phone” transform_rotate_last_edited=”off|phone” transform_skew_last_edited=”off|phone” transform_origin_last_edited=”off|phone” transform_styles_last_edited=”off|phone” width=”95%” max_width=”100%” module_alignment=”center” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” module_alignment_tablet=”center” module_alignment_last_edited=”off|tablet” animation_duration_tablet=”” animation_duration_phone=”” animation_duration_last_edited=”on|desktop”
- [Interpretable ML](https://machinelearning.uni-saarland.de/interpretable-ml/) - [et_pb_section fb_built=”1″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.13.1″ _module_preset=”default” global_colors_info=”{}”]Machine learning is increasingly used to inform consequential decision-making (e.g., pre-trial bail and loan approval). In these settings, explainability play an important role in the adoption and impact of these
- [Fair ML](https://machinelearning.uni-saarland.de/fair-ml/) - [et_pb_section fb_built=”1″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.13.1″ _module_preset=”default” global_colors_info=”{}”]Our research group has been a pioneer in in laying the methodological foundations for fairness in ML, and in particular in providing algorithmic solutions to the limitations of common practices
- [Research](https://machinelearning.uni-saarland.de/research/) - [et_pb_section fb_built=”1″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.13.1″ _module_preset=”default” custom_css_main_element=”border-radius: 20px; /* Making border radius */” global_colors_info=”{}”]Society-Aware Machine Learning Isabel Valera has been recently awarded with an ERC Starting Grant for her project “Society-Aware Machine Learning: The paradigm shift
- [Miriam Rateike](https://machinelearning.uni-saarland.de/miriam-rateike/) - [et_pb_section fb_built=”1″ _builder_version=”4.9.2″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.9.2″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.9.2″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.9.4″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.9.4″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.9.4″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.9.2″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.11.3″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” global_colors_info=”{}”] Miriam Rateike(she/her) ​Saarland Informatics CampusBuilding E1 1 Email: rateike [at] cs.uni-saarland.de [/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.11.3″
- [Society-Aware  Machine Learning](https://machinelearning.uni-saarland.de/society-aware-ml/) - [et_pb_section fb_built=”1″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.13.1″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″]Isabel Valera has been recently awarded with an ERC Starting Grant for her project “Society-Aware Machine Learning: The paradigm shift demanded by society to trust machine learning.” The
- [Robust generative models for real-world data](https://machinelearning.uni-saarland.de/robst-generative-models/) - [et_pb_section fb_built=”1″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.13.1″ _module_preset=”default” global_colors_info=”{}”]A core goal of our research is to develop robust ML methods that can properly handle realistic assumptions and, especially, the complex nature of real-world data. In this context, we
- [Isabel Valera (old)](https://machinelearning.uni-saarland.de/isabel-valera-old/) - I am a full Professor on Machine Learning at the Department of Computer Science of Saarland University (Saarbrücken, Germany), and Adjunct Faculty at MPI for Software Systems in Saarbrücken (Saarbrücken, Germany). I am a fellow of the European Laboratory for Learning and Intelligent Systems (ELLIS), where I am part of the Robust Machine Learning Program
- [Ayan Majumdar](https://machinelearning.uni-saarland.de/ayan-majumdar/) - [et_pb_section fb_built=”1″ _builder_version=”4.9.2″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_row _builder_version=”4.9.2″ _module_preset=”default” collapsed=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.9.2″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”People” _builder_version=”4.9.4″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”]People[/et_pb_text][/et_pb_column][/et_pb_row][/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.9.4″ _module_preset=”default” background_color=”#061e36″ global_colors_info=”{}”][et_pb_row _builder_version=”4.9.4″ _module_preset=”default” custom_padding=”||||false|false” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.9.2″ _module_preset=”default” global_colors_info=”{}”][et_pb_text admin_label=”Markus Bläser” _builder_version=”4.11.3″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” animation_style=”bounce” animation_direction=”left” global_colors_info=”{}”] Ayan Majumdar ​Max Planck Institute for Software Systems Building E1 5, Room 538 Email:
- [Meta networks: NN that outputs NN parameters](https://machinelearning.uni-saarland.de/meta-networks/) - [et_pb_section fb_built=”1″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.13.1″ _module_preset=”default” global_colors_info=”{}”]This project is concerned with blablabla Add references by editing the tag in the tplist below 2023 Karimi, Amir-Hossein; Barthe, Gilles; Schölkopf, Bernhard; Valera, IsabelA Survey of Algorithmic Recourse: Contrastive
- [Example Project Page](https://machinelearning.uni-saarland.de/example-project-page/) - [et_pb_section fb_built=”1″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_post_title meta=”off” _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][/et_pb_post_title][/et_pb_column][/et_pb_row][et_pb_row _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.11.3″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.13.1″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″]This project is concerned with blablabla Add references by editing the tag in the tplist below 2023 Karimi, Amir-Hossein; Barthe, Gilles; Schölkopf, Bernhard; Valera, IsabelA Survey of Algorithmic
- [Sample Page](https://machinelearning.uni-saarland.de/sample-page/) - This is an example page. It's different from a blog post because it will stay in one place and will show up in your site navigation (in most themes). Most people start with an About page that introduces them to potential site visitors. It might say something like this: Hi there! I'm a bike messenger

## Categories

- [Uncategorized](https://machinelearning.uni-saarland.de/category/uncategorized/)
- [Spotlight](https://machinelearning.uni-saarland.de/category/spotlight/)