Papers

• FlowPIE: Test-Time Scientific Idea Evolution with Flow-Guided Literature Exploration (2026)
  Qiyao Wang et al.
  1.94
• OPRD: On-Policy Representation Distillation (2026)
  Shenzhi Yang et al.
  1.94
• Dyve: Thinking Fast and Slow for Dynamic Process Verification (2025)
  Jianyuan Zhong et al.
  1.28
• Iterative Value Function Optimization for Guided Decoding (2025)
  Zhenhua Liu et al.
  1.28
• FREESON: Retriever-Free Retrieval-Augmented Reasoning via Corpus-Traversing MCTS (2025)
  Chaeeun Kim et al.
  1.28
• Mirage-1: Augmenting and Updating GUI Agent with Hierarchical Multimodal Skills (2025)
  Yuquan Xie et al.
  1.28
• Parallel Test-Time Scaling for Latent Reasoning Models (2025)
  Runyang You et al.
  1.28
• Strategist: Learning Strategic Skills by LLMs via Bi-Level Tree Search (2024)
  Jonathan Light et al.
  —
• Improving Autonomous AI Agents with Reflective Tree Search and Self-Learning (2024)
  Xiao Yu et al.
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• Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System (2024)
  Weize Chen et al.
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• Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search (2024)
  Huanjin Yao et al.
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