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Caiming Xiong

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• From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models
• MAS-Orchestra: Understanding and Improving Multi-Agent Reasoning Through Holistic Orchestration and Controlled Benchmarks
• A Survey of Agent Memory in the Second Half: Towards Self-Evolving and Long-Horizon Agents
• Active Video Perception: Iterative Evidence Seeking for Agentic Long Video Understanding
• SSR: Socratic Self-Refine for Large Language Model Reasoning
• Test-Time Adaptation for LLM Agents via Environment Interaction
• LiveResearchBench: A Live Benchmark for User-Centric Deep Research in the Wild
• Synthesizing Agentic Data for Web Agents with Progressive Difficulty Enhancement Mechanisms
• Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math