More is Less: The Pitfalls of Multi-Model Synthetic Preference Data in DPO Safety Alignment
Paper • 2504.02193 • Published • 1
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KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance
WiT: Waypoint Diffusion Transformers via Trajectory Conflict Navigation
lblaoke
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papers 19 days ago
DRIFT: Learning from Abundant User Dissatisfaction in Real-World Preference Learning
Paper • 2510.02341 • Published • 4
Learning Self-Correction in Vision-Language Models via Rollout Augmentation
Paper • 2602.08503 • Published • 3
Why Reasoning Fails to Plan: A Planning-Centric Analysis of Long-Horizon Decision Making in LLM Agents
Paper • 2601.22311 • Published
Addressing Performance Saturation for LLM RL via Precise Entropy Curve Control
Paper • 2604.26326 • Published • 14
guanzhong2
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HasuerYu
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lime-j
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JunliangLi
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lblaoke
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ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time
Paper • 2410.06625 • Published • 1
Bayesian Computation in Deep Learning
Paper • 2502.18300 • Published
Cascade Reward Sampling for Efficient Decoding-Time Alignment
Paper • 2406.16306 • Published • 1
Entropy-MCMC: Sampling from Flat Basins with Ease
Paper • 2310.05401 • Published
Long-tailed Classification from a Bayesian-decision-theory Perspective
Paper • 2303.06075 • Published
Trustworthy Long-Tailed Classification
Paper • 2111.09030 • Published
Graph Communal Contrastive Learning
Paper • 2110.14863 • Published
Identifying Incorrect Classifications with Balanced Uncertainty
Paper • 2110.08030 • Published