Clever usernames for katie, Sep 25, 2024 · In this paper, we revisit the roles of augmentation strategies and equivariance in improving CL's efficacy. It requires full formal specs and proofs. Sep 27, 2024 · Membership inference and memorization is a key challenge with diffusion models. Feb 15, 2018 · Our analysis yields a novel robustness metric called CLEVER, which is short for Cross Lipschitz Extreme Value for nEtwork Robustness. We propose CLeVER (Contrastive Learning Via Equivariant Representation), a novel equivariant contrastive learning framework compatible with augmentation strategies of arbitrary complexity for various mainstream CL backbone models. Unlike existing works, CLEVER is augmentation-free and mitigates biases on infer- ence stage. We introduce CLEVER, the first curated benchmark for evaluating the generation of specifications and formally verified code in Lean. No few-shot method solves all stages, making it a strong testbed for synthesis and formal reasoning. Jan 22, 2025 · Promoting openness in scientific communication and the peer-review process May 1, 2025 · One common approach is training models to refuse unsafe queries, but this strategy can be vulnerable to clever prompts, often referred to as jailbreak attacks, which can trick the AI into providing harmful responses. Our method, STAIR (SafeTy Alignment with Introspective Reasoning), guides models to think more carefully before responding.


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