Theory of Machine Learning, EPFL
Results
7
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Theory of Machine Learning, EPFL
understanding-fast-adv-training
91
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Understanding and Improving Fast Adversarial Training [NeurIPS 2020]
adv-training-corruptions
26
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2
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On the effectiveness of adversarial training against common corruptions [UAI 2022]
sgd-sparse-features
31
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5
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SGD with large step sizes learns sparse features [ICML 2023]
understanding-sam
34
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3
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Towards Understanding Sharpness-Aware Minimization [ICML 2022]
icl-alignment
19
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3
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Is In-Context Learning Sufficient for Instruction Following in LLMs?
llm-past-tense
44
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5
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Does Refusal Training in LLMs Generalize to the Past Tense? [arXiv, July 2024]
os-harm
44
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2
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44
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OS-Harm: A Benchmark for Measuring Safety of Computer Use Agents [NeurIPS 2025 Spotlight]