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 7 / 16 页

  1. ICLR 2025Fast Summation of Radial Kernels via QMC Slicing
  2. ICLR 2025Fast unsupervised ground metric learning with tree-Wasserstein distance
  3. ICLR 2025From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs
  4. ICLR 2025Human-Aligned Chess With a Bit of Search
  5. ICLR 2025Implicit Search via Discrete Diffusion: A Study on Chess
  6. ICLR 2025In Search of Forgotten Domain Generalization
  7. ICLR 2025KinFormer: Generalizable Dynamical Symbolic Regression for Catalytic Organic Reaction Kinetics
  8. ICLR 2025Langevin Soft Actor-Critic: Efficient Exploration through Uncertainty-Driven Critic Learning
  9. ICLR 2025Learning Evolving Tools for Large Language Models
  10. ICLR 2025Learning to Select Nodes in Branch and Bound with Sufficient Tree Representation
  11. ICLR 2025Learning-Augmented Search Data Structures
  12. ICLR 2025Linear Mode Connectivity in Differentiable Tree Ensembles
  13. ICLR 2025Linear Transformer Topological Masking with Graph Random Features
  14. ICLR 2025Monte Carlo Planning with Large Language Model for Text-Based Game Agents
  15. ICLR 2025Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection
  16. ICLR 2025Pacmann: Efficient Private Approximate Nearest Neighbor Search
  17. ICLR 2025Parameter Expanded Stochastic Gradient Markov Chain Monte Carlo
  18. ICLR 2025Procedural Synthesis of Synthesizable Molecules
  19. ICLR 2025Provable Benefit of Annealed Langevin Monte Carlo for Non-log-concave Sampling
  20. ICLR 2025Qinco2: Vector Compression and Search with Improved Implicit Neural Codebooks
  21. ICLR 2025Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?
  22. ICLR 2025RuAG: Learned-rule-augmented Generation for Large Language Models
  23. ICLR 2025Scalable Decision-Making in Stochastic Environments through Learned Temporal Abstraction
  24. ICLR 2025Sequential Controlled Langevin Diffusions
  25. ICLR 2025SFS: Smarter Code Space Search improves LLM Inference Scaling
  26. ICLR 2025SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models
  27. ICLR 2025Spherical Tree-Sliced Wasserstein Distance
  28. ICLR 2025Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo
  29. ICLR 2025Strategist: Self-improvement of LLM Decision Making via Bi-Level Tree Search
  30. ICLR 2025Strength Estimation and Human-Like Strength Adjustment in Games
  31. ICLR 2025SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement
  32. ICLR 2025Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo
  33. ICLR 2025Synthesizing Programmatic Reinforcement Learning Policies with Large Language Model Guided Search
  34. ICLR 2025Test-time Alignment of Diffusion Models without Reward Over-optimization
  35. ICLR 2025Tree of Attributes Prompt Learning for Vision-Language Models
  36. ICLR 2025Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search
  37. ICLR 2025Unsupervised Model Tree Heritage Recovery
  38. ICLR 2025Variance-Reducing Couplings for Random Features
  39. ICLR 2025Variational Search Distributions
  40. ICML 2025A General Framework for Inference-time Scaling and Steering of Diffusion Models
  41. ICML 2025A Mixture-Based Framework for Guiding Diffusion Models
  42. ICML 2025A Physics-Augmented Deep Learning Framework for Classifying Single Molecule Force Spectroscopy Data
  43. ICML 2025A Sharper Global Convergence Analysis for Average Reward Reinforcement Learning via an Actor-Critic Approach
  44. ICML 2025A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization
  45. ICML 2025Accelerating Large Language Model Reasoning via Speculative Search
  46. ICML 2025Adjoint Sampling: Highly Scalable Diffusion Samplers via Adjoint Matching
  47. ICML 2025Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search
  48. ICML 2025Armijo Line-search Can Make (Stochastic) Gradient Descent Provably Faster
  49. ICML 2025AutoAL: Automated Active Learning with Differentiable Query Strategy Search
  50. ICML 2025AutoStep: Locally adaptive involutive MCMC

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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