Theory of Machine Learning, EPFL

Results 6 repositories owned by Theory of Machine Learning, EPFL

understanding-fast-adv-training

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Understanding and Improving Fast Adversarial Training [NeurIPS 2020]

adv-training-corruptions

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On the effectiveness of adversarial training against common corruptions [UAI 2022]

sgd-sparse-features

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SGD with large step sizes learns sparse features [ICML 2023]

understanding-sam

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Towards Understanding Sharpness-Aware Minimization [ICML 2022]

icl-alignment

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Is In-Context Learning Sufficient for Instruction Following in LLMs?

llm-past-tense

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Does Refusal Training in LLMs Generalize to the Past Tense? [arXiv, July 2024]