Machine Learning – Publications
Chemotherapy Response Prediction with Diffuser Elapser Network Journal Article
In: Scientific Reports, vol. 12, iss. 1, pp. 1-13, 2022.
Don’t Throw It Away! The Utility of Unlabeled Data in Fair Decision Making Inproceedings
In: 2022 ACM Conference on Fairness, Accountability, and Transparency, pp. 1421–1433, Association for Computing Machinery, Seoul, Republic of Korea, 2022, ISBN: 9781450393522.
Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization Inproceedings
In: ICML, 2022.
RotoGrad: Gradient Homogenization in Multitask Learning Inproceedings
In: International Conference on Learning Representations, 2022.
Boosting heterogeneous VAEs via multi-objective optimization Workshop
2021.
Analysis of ODE2VAE with Examples Workshop
Fourth Workshop on Machine Learning and the Physical Sciences (NeurIPS), 2021.
Statistical Learning in Wasserstein Space Journal Article
In: IEEE Control. Syst. Lett., vol. 5, no. 3, pp. 899–904, 2021.
Scaling Guarantees for Nearest Counterfactual Explanations Inproceedings
In: Fourcade, Marion; Kuipers, Benjamin; Lazar, Seth; Mulligan, Deirdre K. (Ed.): AIES '21: AAAI/ACM Conference on AI, Ethics, and Society, Virtual Event, USA, May 19-21, 2021, pp. 177–187, ACM, 2021.
The Challenge of Small Data: Dynamic Mode Decomposition, Redux Inproceedings
In: 60th IEEE Conference on Decision and Control, CDC 2021, Austin, TX, USA, December 14-17, 2021, pp. 2276–2281, IEEE, 2021.
Algorithmic Recourse: from Counterfactual Explanations to Interventions Inproceedings
In: Elish, Madeleine Clare; Isaac, William; Zemel, Richard S. (Ed.): FAccT '21: 2021 ACM Conference on Fairness, Accountability, and Transparency, Virtual Event / Toronto, Canada, March 3-10, 2021, pp. 353–362, ACM, 2021.
Regression analysis of distributional data through Multi-Marginal Optimal transport Journal Article
In: CoRR, vol. abs/2106.15031, 2021.
On the Adversarial Robustness of Causal Algorithmic Recourse Journal Article
In: CoRR, vol. abs/2112.11313, 2021.
VACA: Design of Variational Graph Autoencoders for Interventional and Counterfactual Queries Journal Article
In: CoRR, vol. abs/2110.14690, 2021.
Exploring Alignment of Representations with Human Perception Journal Article
In: CoRR, vol. abs/2111.14726, 2021.
A Ranking Approach to Fair Classification Inproceedings
In: COMPASS '21: ACM SIGCAS Conference on Computing and Sustainable Societies, Virtual Event, Australia, 28 June 2021 - 2 July 2021, pp. 115–125, ACM, 2021.
Springer, vol. 12457, 2021, ISBN: 978-3-030-67657-5.
Springer, vol. 12458, 2021, ISBN: 978-3-030-67660-5.
Springer, vol. 12459, 2021, ISBN: 978-3-030-67663-6.
Relative gradient optimization of the Jacobian term in unsupervised deep learning Inproceedings
In: Larochelle, Hugo; Ranzato, Marc'Aurelio; Hadsell, Raia; Balcan, Maria-Florina; Lin, Hsuan-Tien (Ed.): Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual, 2020.
Lipschitz standardization for robust multivariate learning Journal Article
In: CoRR, vol. abs/2002.11369, 2020.