Theory of Machine Learning, EPFL
Popular repositories
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llm-adaptive-attacks
llm-adaptive-attacks PublicJailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks [arXiv, Apr 2024]
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understanding-fast-adv-training
understanding-fast-adv-training PublicUnderstanding and Improving Fast Adversarial Training [NeurIPS 2020]
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sharpness-vs-generalization
sharpness-vs-generalization PublicA modern look at the relationship between sharpness and generalization [ICML 2023]
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understanding-sam
understanding-sam PublicTowards Understanding Sharpness-Aware Minimization [ICML 2022]
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why-weight-decay
why-weight-decay PublicWhy Do We Need Weight Decay in Modern Deep Learning? [arXiv, Oct 2023]
Python 35
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sgd-sparse-features
sgd-sparse-features PublicSGD with large step sizes learns sparse features [ICML 2023]
Repositories
- llm-adaptive-attacks Public
Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks [arXiv, Apr 2024]
- long-is-more-for-alignment Public
Long Is More for Alignment: A Simple but Tough-to-Beat Baseline for Instruction Fine-Tuning [ICML 2024]
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- sharpness-vs-generalization Public
A modern look at the relationship between sharpness and generalization [ICML 2023]
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- tml-epfl.github.io Public
Creating a repository to store all related information for the weekly TML group meetings.
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- adv-training-corruptions Public
On the effectiveness of adversarial training against common corruptions [UAI 2022]
- understanding-fast-adv-training Public
Understanding and Improving Fast Adversarial Training [NeurIPS 2020]
