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cs.CV2026
Frame Differential On-Policy Self-Distillation for Video Reasoning
Haiying He, Xin Zheng, Shaoli Hu +4
Reinforcement learning (RL) has substantially improved the reasoning ability of multimodal language models through verifiable rewards and increasingly fine-grainedvisual or tempora…
cs.CV2025
Patch Matters: Training-free Fine-grained Image Caption Enhancement via Local Perception
Ruotian Peng, Haiying He, Yake Wei +2
High-quality image captions play a crucial role in improving the performance of cross-modal applications such as text-to-image generation, text-to-video generation, and text-image…