by Yumna Ahmed | Aug 4, 2026 | Uncategorized
Paper Title: A Probabilistic Hard Concept Bottleneck for Steerable Generative Models Authors: María Martínez-García, Ricardo Vazquez Alvarez, Alejandro Lancho, Pablo M. Olmos, Isabel Valera Link: https://openreview.net/pdf/d3f49948fcc28f692fbc2c3bf36afe5a0ecc7853.pdf...
by Yumna Ahmed | Aug 4, 2026 | Uncategorized
Paper Title: Long-term Fairness with Selective Labels Authors: Giovani Valdrighi, Isabel Valera, and Marcos M. Raimundo. Link: https://icml.cc/virtual/2026/poster/63248 Focus: Investigates the design of decision-making algorithms that ensure fairness over long-term...
by Yumna Ahmed | Aug 4, 2026 | Uncategorized
Paper Title: From Universal to Individualized Actionability: Revisiting Personalization in Algorithmic Recourse Authors: Budde, Lena Marie; Majumdar, Ayan; Uth, Richard; Langer, Markus; Valera, Isabel Link: https://arxiv.org/abs/2604.08030 Focus: Explores individual...
by Yumna Ahmed | May 7, 2026 | Uncategorized
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...
by Yumna Ahmed | May 7, 2026 | Spotlight, Uncategorized
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...
by Jonas Klesen | May 7, 2024 | Uncategorized
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...