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Wanyuan Pang

3 accepted papers

2026

GRPO-Guard: Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping

CVPR 2026

Recently, GRPO-based reinforcement learning has shown remarkable progress in optimizing flow-matching models, effectively improving their alignment with task-specific rewards. Within these frameworks, the policy update relies on importance-ratio clipping to constrain overconfident positive and negat

Cited by 0SourcecodeScholar
2025

VOILA: Complexity-Aware Universal Segmentation of CT Images by Voxel Interacting with Language

AAAI 2025technical

Satisfactory progress has been achieved recently in universal segmentation of CT images. Following the success of vision-language methods, there is a growing trend towards utilizing text prompts and contrastive learning to develop universal segmentation models. However, there exists a significant im…

2025

WISA: World simulator assistant for physics-aware text-to-video generation

NeurIPS 2025spotlight

Recent advances in text-to-video (T2V) generation, exemplified by models such as Sora and Kling, have demonstrated strong potential for constructing world simulators. However, existing T2V models still struggle to understand abstract physical principles and to generate videos that faithfully obey ph…

Cited by 0SourcecodeScholar