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cs.LG2026
A Machine Learning Framework for Off Ball Defensive Role and Performance Evaluation in Football
Sean Groom, Shuo Wang, Francisco Belo +2
Evaluating off-ball defensive performance in football is challenging, as traditional metrics do not capture the nuanced coordinated movements that limit opponent action selection a…
cs.LG2025
CGSPG: Confidence-calibrated Group Sequence Policy Gradient towards Self-aware Reasoning
Haotian Liu, Shuo Wang, Hongteng Xu
Reinforcement Learning (RL) methods, exemplified by Group Relative Policy Optimization (GRPO) and its variants, play a central role in developing reasoning models. However, these m…