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• AnyMAC: Cascading Flexible Multi-Agent Collaboration via Next-Agent Prediction
  2025 · 19 citations
• Efficient Prompt Optimization Through the Lens of Best Arm Identification
  2024 · 1 citations
• The Paradox of Outcome Optimization: A Causal Information-Theoretic Bound on Reasoning Shortcuts in LLMs
  2026
• Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory
  2026
• Rethinking RL Evaluation: Can Benchmarks Truly Reveal Failures of RL Methods?
  2025
• GraphTOP: Graph Topology-Oriented Prompting for Graph Neural Networks
  2025
• Separate the Wheat from the Chaff: Winnowing Down Divergent Views in Retrieval Augmented Generation
  2025
• A Survey of Scaling in Large Language Model Reasoning
  2025
• A Survey of Scaling in Large Language Model Reasoning
  2025
• Don't Let Your Robot be Harmful: Responsible Robotic Manipulation via Safety-as-Policy
  2024