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Ruihua Song

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• CalibForge: Adversarial Solver Calibration for Scaling Learnable Terminal Tasks
• BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?
• Restoring Exploration after Post-Training: Latent Exploration Decoding for Large Reasoning Models
• ChronusOmni: Improving Time Awareness of Omni Large Language Models
• IterResearch: Rethinking Long-Horizon Agents with Interaction Scaling
• ReForm: Reflective Autoformalization with Prospective Bounded Sequence Optimization