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 12 / 16 页

  1. ICLR 2024Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs
  2. ICLR 2024ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search
  3. ICLR 2024Tractable MCMC for Private Learning with Pure and Gaussian Differential Privacy
  4. ICLR 2024Transport meets Variational Inference: Controlled Monte Carlo Diffusions
  5. ICLR 2024Tree Cross Attention
  6. ICLR 2024Tree Search-Based Policy Optimization under Stochastic Execution Delay
  7. ICLR 2024Tree-Planner: Efficient Close-loop Task Planning with Large Language Models
  8. ICLR 2024UNR-Explainer: Counterfactual Explanations for Unsupervised Node Representation Learning Models
  9. ICML 2024A Bayesian Approach to Online Planning
  10. ICML 2024A Unified Adaptive Testing System Enabled by Hierarchical Structure Search
  11. ICML 2024Accelerated Speculative Sampling Based on Tree Monte Carlo
  12. ICML 2024Accelerating Look-ahead in Bayesian Optimization: Multilevel Monte Carlo is All you Need
  13. ICML 2024Ai-sampler: Adversarial Learning of Markov kernels with involutive maps
  14. ICML 2024AlphaZero-Like Tree-Search can Guide Large Language Model Decoding and Training
  15. ICML 2024Approximate Nearest Neighbor Search with Window Filters
  16. ICML 2024Automated Loss function Search for Class-imbalanced Node Classification
  17. ICML 2024CHEMREASONER: Heuristic Search over a Large Language Model’s Knowledge Space using Quantum-Chemical Feedback
  18. ICML 2024Contrastive Predict-and-Search for Mixed Integer Linear Programs
  19. ICML 2024Debiased Distribution Compression
  20. ICML 2024Demystifying SGD with Doubly Stochastic Gradients
  21. ICML 2024DetKDS: Knowledge Distillation Search for Object Detectors
  22. ICML 2024Diffusive Gibbs Sampling
  23. ICML 2024Disentangled Continual Graph Neural Architecture Search with Invariant Modular Supernet
  24. ICML 2024Dynamic Byzantine-Robust Learning: Adapting to Switching Byzantine Workers
  25. ICML 2024EiG-Search: Generating Edge-Induced Subgraphs for GNN Explanation in Linear Time
  26. ICML 2024Encodings for Prediction-based Neural Architecture Search
  27. ICML 2024EvoRainbow: Combining Improvements in Evolutionary Reinforcement Learning for Policy Search
  28. ICML 2024Faster Maximum Inner Product Search in High Dimensions
  29. ICML 2024Integrated Hardware Architecture and Device Placement Search
  30. ICML 2024Iterative Search Attribution for Deep Neural Networks
  31. ICML 2024Kernel Semi-Implicit Variational Inference
  32. ICML 2024Language Agent Tree Search Unifies Reasoning, Acting, and Planning in Language Models
  33. ICML 2024Listening to the noise: Blind Denoising with Gibbs Diffusion
  34. ICML 2024MD tree: a model-diagnostic tree grown on loss landscape
  35. ICML 2024Neural Tangent Kernels for Axis-Aligned Tree Ensembles
  36. ICML 2024Online Variational Sequential Monte Carlo
  37. ICML 2024Parallel Affine Transformation Tuning of Markov Chain Monte Carlo
  38. ICML 2024Position: Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems
  39. ICML 2024Practical Hamiltonian Monte Carlo on Riemannian Manifolds via Relativity Theory
  40. ICML 2024Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo
  41. ICML 2024Probabilistic Routing for Graph-Based Approximate Nearest Neighbor Search
  42. ICML 2024Provably Efficient Long-Horizon Exploration in Monte Carlo Tree Search through State Occupancy Regularization
  43. ICML 2024Quasi-Monte Carlo Features for Kernel Approximation
  44. ICML 2024Reinforcement Learning within Tree Search for Fast Macro Placement
  45. ICML 2024Resisting Stochastic Risks in Diffusion Planners with the Trajectory Aggregation Tree
  46. ICML 2024Sliced Wasserstein with Random-Path Projecting Directions
  47. ICML 2024Sliced-Wasserstein Estimation with Spherical Harmonics as Control Variates
  48. ICML 2024Tilt your Head: Activating the Hidden Spatial-Invariance of Classifiers
  49. ICML 2024tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs)
  50. NeurIPS 20243D Gaussian Splatting as Markov Chain Monte Carlo

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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