MCTS论文趋势 2023–2026

搜索与 MCTS

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 773 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

MCTS论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202344273014115
202459344110144
2025100497512236
2026996010514278

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

全部MCTS论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 773 篇，第 6 / 16 页

  1. NeurIPS 2026SEEK-VAU: Towards Evidence-Faithful Video Anomaly Understanding via Agentic Search
  2. NeurIPS 2026Semantic Search over 9 Million Mathematical Theorems
  3. NeurIPS 2026SGEvolve: Semantic Gradient Guidance for LLM-Driven Evolutionary Search
  4. NeurIPS 2026SMART: Scalable Multi-Agent Role-conditioned Teaming via LLM-free Tree Search
  5. NeurIPS 2026Smoothed Score Queries and the Complexity of Sampling
  6. NeurIPS 2026SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting
  7. NeurIPS 2026SpecForge: Agent-Oriented Code Documentation Optimization via Multi-Frontier Tree Search
  8. NeurIPS 2026Stabilizing RL+Search for Imperfect-Information Extensive-Form Games
  9. NeurIPS 2026StepCAD: Mesh-to-CAD Code Generation via LLM Policy and Geometry-Guided Search
  10. NeurIPS 2026Stochastic Optimization with Random Search
  11. NeurIPS 2026Test Time Search Requires Training for Diversity
  12. NeurIPS 2026The Query Complexity of Local Search in Rounds on General Graphs
  13. NeurIPS 2026Transformers Provably Learn Graph Search: Training Dynamics and the Exponential Power of Depth
  14. NeurIPS 2026Tree Rotary Positional Encoding for Extreme Length Extrapolation from Scratch
  15. NeurIPS 2026Tree Search With Predictions
  16. NeurIPS 2026Tree Training: Efficient LLM Training on Tree-Structured Trajectories
  17. NeurIPS 2026Tree-Ensemble Repair through Constrained Optimization
  18. NeurIPS 2026Tree-Guided Identify Then Exploit: A Unified Framework of Pure Exploration and Regret Minimization for Dueling Bandits
  19. NeurIPS 2026Tree-Sliced Orlicz Integral Probability Metric
  20. NeurIPS 2026Tree-Structured Synergy of Large Language Models and Bayesian Optimization for Efficient CASH
  21. NeurIPS 2026TreeWalker: Partial Evaluation for Grouped Tree-Ensemble Inference
  22. NeurIPS 2026Trust the Direction, Search the Step: Zero-and-First-Order Methods for LLM Fine-Tuning
  23. NeurIPS 2026TUBE: Tangent Upper Bound on Evidence for Discrete Diffusion Language Models
  24. NeurIPS 2026Two-Fidelity Best-Action Identification for Stochastic Minimax Tree
  25. NeurIPS 2026Understanding Randomization in Greedy Model Search
  26. NeurIPS 2026Variance Reduction for Expectations with Diffusion Teachers
  27. NeurIPS 2026Variational Inference via Entropic Transport Descent
  28. NeurIPS 2026VisInteract: Towards Dynamic Interactive Text-to-Visualization under Imperfect Queries
  29. CVPR 2025Cheb-GR: Rethinking K-nearest Neighbor Search in Re-ranking for Person Re-identification
  30. CVPR 2025Collaborative Tree Search for Enhancing Embodied Multi-Agent Collaboration
  31. CVPR 2025Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change Detection
  32. CVPR 2025DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding
  33. CVPR 2025GENIUS: A Generative Framework for Universal Multimodal Search
  34. CVPR 2025Global-Local Tree Search in VLMs for 3D Indoor Scene Generation
  35. CVPR 2025Improving Personalized Search with Regularized Low-Rank Parameter Updates
  36. CVPR 2025Learning on Model Weights using Tree Experts
  37. CVPR 2025LotusFilter: Fast Diverse Nearest Neighbor Search via a Learned Cutoff Table
  38. CVPR 2025Subnet-Aware Dynamic Supernet Training for Neural Architecture Search
  39. CVPR 2025Training-free Neural Architecture Search through Variance of Knowledge of Deep Network Weights
  40. CVPR 2025VasTSD: Learning 3D Vascular Tree-state Space Diffusion Model for Angiography Synthesis
  41. ICLR 2025Analysis of Linear Mode Connectivity via Permutation-Based Weight Matching: With Insights into Other Permutation Search Methods
  42. ICLR 2025BTBS-LNS: Binarized-Tightening, Branch and Search on Learning LNS Policies for MIP
  43. ICLR 2025CARTS: Advancing Neural Theorem Proving with Diversified Tactic Calibration and Bias-Resistant Tree Search
  44. ICLR 2025Decision Tree Induction Through LLMs via Semantically-Aware Evolution
  45. ICLR 2025DeepSeek-Prover-V1.5: Harnessing Proof Assistant Feedback for Reinforcement Learning and Monte-Carlo Tree Search
  46. ICLR 2025DeFT: Decoding with Flash Tree-attention for Efficient Tree-structured LLM Inference
  47. ICLR 2025Distance-Based Tree-Sliced Wasserstein Distance
  48. ICLR 2025DPaI: Differentiable Pruning at Initialization with Node-Path Balance Principle
  49. ICLR 2025Epistemic Monte Carlo Tree Search
  50. ICLR 2025ExACT: Teaching AI Agents to Explore with Reflective-MCTS and Exploratory Learning

在 Claude、Cursor 里直接问这个趋势

接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。

可以直接复制这句话问 AI

用 paperlist 查MCTS在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

AI 会调用的工具：get_topic_stats {"topic": "monte-carlo-tree-search"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇MCTS论文？
共 773 篇，按年份分别是 2023 年 115 篇、2024 年 144 篇、2025 年 236 篇、2026 年 278 篇。
NeurIPS 2026 有多少篇MCTS论文？
NeurIPS 2026 有 99 篇MCTS论文，上一届是 100 篇。
ICLR 2026 有多少篇MCTS论文？
ICLR 2026 有 60 篇MCTS论文，上一届是 49 篇。
ICML 2026 有多少篇MCTS论文？
ICML 2026 有 105 篇MCTS论文，上一届是 75 篇。
CVPR 2026 有多少篇MCTS论文？
CVPR 2026 有 14 篇MCTS论文，上一届是 12 篇。
哪个会议的MCTS论文最多？
NeurIPS，2023–2026 年共 302 篇。

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