EPFL papers @ ICLR 2025

Below is a list of ICLR 2025 papers with at least one EPFL author:

1. Adversarial Training for Defense Against Label Poisoning Attacks by Melis Ilayda Bal, Volkan Cevher, Michael Muehlebach
2. Certified Robustness Under Bounded Levenshtein Distance by Elias Abad Rocamora, Grigorios Chrysos, Volkan Cevher
3. Faster Inference of Flow-Based Generative Models via Improved Data-Noise Coupling by Aram Davtyan, Leello Tadesse Dadi, Volkan Cevher, Paolo Favaro
4. Efficient Interpolation between Extragradient and Proximal Methods for Weak MVIs by Thomas Pethick, Ioannis Mavrothalassitis, Volkan Cevher
5. Addressing Label Shift in Distributed Learning via Entropy Regularization​ by Zhiyuan Wu, Changkyu Choi, Xiangcheng Cao, Volkan Cevher, Ali Ramezani-Kebrya
6. How Gradient descent balances features: A dynamical analysis for two-layer neural networks by Zhenyu Zhu, Fanghui Liu, Volkan Cevher
7. Quantum-PEFT: Ultra parameter-efficient fine-tuning by Toshiaki Koike-Akino, Francesco Tonin, Yongtao Wu, Zhengqing Wu, Leyla Naz Candogan, Volkan Cevher
8. Loss Landscape of Shallow ReLU-like Neural Networks: Stationary Points, Saddle Escaping, and Network Embedding by Zhengqing Wu, Berfin Simsek, François Gaston Ged
9. Intrinsic User-Centric Interpretability through Global Mixture of Experts by Vinitra Swamy, Syrielle Montariol, Julian Blackwell, Jibril Frej, Martin Jaggi, Tanja Käser
10. Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks by Maksym Andriushchenko, Francesco Croce, Nicolas Flammarion
11. Does Refusal Training in LLMs Generalize to the Past Tense? by Maksym Andriushchenko, Nicolas Flammarion
12. Is In-Context Learning Sufficient for Instruction Following in LLMs? by Hao Zhao, Maksym Andriushchenko, Francesco Croce, Nicolas Flammarion
13. Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings by Hossein Mirzaei, Mackenzie W Mathis
14. Beyond Auto-Regression: Fast LLMs via Self-Distillation Through Time by Justin Deschenaux, Caglar Gulcehre
15. LiNeS: Post-training Layer Scaling Prevents Forgetting and Enhances Model Merging by Ke Wang, Nikolaos Dimitriadis, Alessandro Favero, Guillermo Ortiz-Jimenez, François Fleuret, Pascal Frossard
16. Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences by Nikolaos Dimitriadis, Pascal Frossard, François Fleuret
17. Improved Algorithms for Kernel Matrix-Vector Multiplication by Piotr Indyk, Michael Kapralov, Kshiteej Sheth, Tal Wagner
18. Probing the Latent Hierarchical Structure of Data via Diffusion Models by Antonio Sclocchi, Alessandro Favero, Noam Itzhak Levi, Matthieu Wyart
19. CoTFormer: A Chain of Thought Driven Architecture with Budget-Adaptive Computation Cost at Inference by Amirkeivan Mohtashami, Matteo Pagliardini, Martin Jaggi
20. The AdEMAMix Optimizer: Better, Faster, Older by Matteo Pagliardini, Pierre Ablin, David Grangier
21. Task-Adaptive Pretrained Language Models via Clustered-Importance Sampling by David Grangier, Simin Fan, Skyler Seto, Pierre Ablin
22. Effective Interplay between Sparsity and Quantization: From Theory to Practice by Simla Burcu Harma, Ayan Chakraborty, Elizaveta Kostenok, Danila Mishin, Dongho Ha, Babak Falsafi, Martin Jaggi, Ming Liu, Yunho Oh, Suvinay Subramanian, Amir Yazdanbakhsh
23. Towards Self-Supervised Covariance Estimation in Deep Heteroscedastic Regression by Megh Shukla, Aziz Shameem, Mathieu Salzmann, Alexandre Alahi
24. Attention with Markov: A Curious Case of Single-layer Transformers by Ashok Vardhan Makkuva, Marco Bondaschi, Alliot Nagle, Adway Girish, Hyeji Kim, Martin Jaggi, Michael Gastpar
25. TopoLM: brain-like spatio-functional organization in a topographic language model by Neil Rathi, Johannes Mehrer, Badr AlKhamissi, Taha Osama A Binhuraib, Nicholas Blauch, Martin Schrimpf
26. INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge by Angelika Romanou, Negar Foroutan, Anna Sotnikova, Imanol Schlag, Marzieh Fadaee, Sara Hooker, Antoine Bosselut
27. BigDocs: An Open and Permissively-Licensed Dataset for Training Multimodal Models on Document and Code Tasks by Juan A. Rodriguez, Xiangru Jian, Siba Smarak Panigrahi, David Vazquez, Sai Rajeswar
28. SymmCD: Symmetry-Preserving Crystal Generation with Diffusion Models by Daniel Levy, Siba Smarak Panigrahi, Siamak Ravanbakhsh
29. Large (Vision) Language Models are Unsupervised In-Context Learners by Artyom Gadetsky, Andrei Atanov, Yulun Jiang, Zhitong Gao, Ghazal Hosseini Mighan, Amir Zamir, Maria Brbic
30. HyperFace: Generating Synthetic Face Recognition Datasets by Exploring Face Embedding Hypersphere by Hatef Otroshi Shahreza, Sébastien Marcel
31. What to align in multimodal contrastive learning? by Benoit Dufumier, Javiera Castillo Navarro, Devis Tuia, Jean-Philippe Thiran
32. Joint Fine-tuning and Conversion of Pretrained Speech and Language Models towards Linear Complexity by Mutian He, Philip N. Garner
33. Selective induction Heads: How Transformers Select Causal Structures in Context by Francesco D'Angelo, Francesco Croce, Nicolas Flammarion
34. Adaptive Gradient Clipping for Robust Federated Learning by Youssef Allouah, Rachid Guerraoui, Nirupam Gupta, Ahmed Jellouli, Geovani Rizk, John Stephan
35. The Utility and Complexity of In- and Out-of-Distribution Machine Unlearning by Youssef Allouah, Joshua Kazdan, Rachid Guerraoui, Sanmi Koyejo
36. LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models by Hantao Zhang, Yuhe Liu, Jiancheng Yang, Shouhong Wan, Xinyuan Wang, Wei Peng, Pascal Fua
37. Enhancing Compositional Text-to-Image Generation with Reliable Random Seeds by Shuangqi Li, Hieu Le, Jingyi Xu, Mathieu Salzmann
38. Long-Context Linear System Identification by Oğuz Kaan Yüksel, Mathieu Even, Nicolas Flammarion
39. Controllable Context Sensitivity and the Knob Behind It by Julian Minder, Kevin Du, Niklas Stoehr, Giovanni Monea, Chris Wendler, Robert West, Ryan Cotterell
40. Adversarially Robust Anomaly Detection through Spurious Negative Pair Mitigation by Hossein Mirzaei, Mojtaba Nafez, Jafar Habibi, Mohammad Sabokrou, Mohammad Hossein Rohban