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Dong Yu

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• Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders
• Verified Critical Step Optimization for LLM Agents
• Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification
• Stable and Efficient Single-Rollout RL for Multimodal Reasoning
• MotionEdit: Benchmarking and Learning Motion-Centric Image Editing
• DeepCompress: A Dual Reward Strategy for Dynamically Exploring and Compressing Reasoning Chains