2 papers
cs.CV2026
Decoupled Sensitivity-Consistency Learning for Weakly Supervised Video Anomaly Detection
Hantao Zheng, Ning Han, Yawen Zeng +1
Recent weakly supervised video anomaly detection methods have achieved significant advances by employing unified frameworks for joint optimization. However, this paradigm is limite…
cs.LG2026
Adaptive Layerwise Perturbation: Unifying Off-Policy Corrections for LLM RL
Chenlu Ye, Xuanchang Zhang, Yifan Hao +6
Off-policy problems such as policy staleness and training--inference mismatch have become a major bottleneck for training stability and further exploration in LLM RL. The distribut…