MCTS论文趋势 2023–2026

主要结论

• MCTS论文从 2023 年的 115 篇增长到 2026 年的 278 篇，三年间扩大到约 2.4 倍。
• NeurIPS 是发MCTS论文最多的会议，2023–2026 年共 302 篇，占四个会议总量的 39%。
• 交叉方向里涨得最快的是AI 智能体：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 26 篇。
• 在「博弈与规划」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的经典规划是 3.3 倍，MCTS是 2.4 倍。

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

• NeurIPS 2026A Regularization-Based Approach to Public Belief State Search for Adversarial Games
• ICML 2026$\alpha$-PFN: Fast Entropy Search via In-Context Learning
• ICLR 2026Better Learning-Augmented Spanning Tree Algorithms via Metric Forest Completion
• CVPR 2026DRS-GUI Dynamic Region Search for Training-Free GUI Grounding
• NeurIPS 2025A Single-Swap Local Search Algorithm for k-Means of Lines
• ICML 2025Accelerating Large Language Model Reasoning via Speculative Search
• ICLR 2025Analysis of Linear Mode Connectivity via Permutation-Based Weight Matching: With Insights into Other Permutation Search Methods
• CVPR 2025DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding
• NeurIPS 2024Speculative Monte-Carlo Tree Search
• ICML 2024Accelerated Speculative Sampling Based on Tree Monte Carlo
• ICLR 2024Chain of Log-Concave Markov Chains
• CVPR 2024Hierarchical Correlation Clustering and Tree Preserving Embedding
• NeurIPS 2023Accelerating Monte Carlo Tree Search with Probability Tree State Abstraction
• ICML 2023A new near-linear time algorithm for k-nearest neighbor search using a compressed cover tree
• ICLR 2023A GNN-Guided Predict-and-Search Framework for Mixed-Integer Linear Programming
• CVPR 2023Bridging Search Region Interaction With Template for RGB-T Tracking
• NeurIPS 2026A Revisit of Hamiltonian Monte Carlo Efficiency on Bayesian Neural Networks
• ICML 2026A Bi-metric Framework for Efficient Nearest Neighbor Search
• ICLR 2026Dr.LLM: Dynamic Layer Routing in LLMs
• CVPR 2026UAST Unified Active Search and Tracking for Arbitrary Targets with

全部MCTS论文

共 278 篇，第 1 / 6 页

1. CVPR 2026Breaking the Regional Perception Bottleneck of Multimodal Large Language Models
2. CVPR 2026DRS-GUI Dynamic Region Search for Training-Free GUI Grounding
3. CVPR 2026DynamicTree Interactive Real Tree Animation via Sparse Voxel Spectrum
4. CVPR 2026GeoViS Geospatially Rewarded Visual Search for Remote Sensing Visual Grounding
5. CVPR 2026InTrain Intrinsic Trainability for Zero-Cost Neural Architecture Search
6. CVPR 2026PhaseWin Search Framework Enable Efficient Object-Level Interpretation
7. CVPR 2026ProFocus Proactive Perception and Focused Reasoning in Vision-and-Language Navigation
8. CVPR 2026RAAS LLM Agentic System Architecture Search with GRPO
9. CVPR 2026Rethinking Pose Refinement in 3D Gaussian Splatting under Pose Prior
10. CVPR 2026TAS-LoRA Transformer Architecture Search with Mixture-of-LoRA Experts
11. CVPR 2026Thinking in 360deg Humanoid Visual Search in the Wild
12. CVPR 2026UAST Unified Active Search and Tracking for Arbitrary Targets with
13. CVPR 2026VCU-Bridge Hierarchical Visual Connotation Understanding via Semantic Bridging
14. CVPR 2026WISER Wider Search Deeper Thinking and Adaptive Fusion for Training-Free
15. ICLR 2026Alternating Diffusion for Proximal Sampling with Zeroth Order Queries
16. ICLR 2026ATPO: ADAPTIVE TREE POLICY OPTIMIZATION FOR MULTI-TURN MEDICAL DIALOGUE
17. ICLR 2026Better Learning-Augmented Spanning Tree Algorithms via Metric Forest Completion
18. ICLR 2026Beyond Sequential Reranking: Reranker-Guided Search Improves Reasoning Intensive Retrieval
19. ICLR 2026Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers
20. ICLR 2026Birch SGD: A Tree Graph Framework for Local and Asynchronous SGD Methods
21. ICLR 2026Branch and Bound Search for Exact MAP Inference in Credal Networks
22. ICLR 2026Code World Models for General Game Playing
23. ICLR 2026Compositional Diffusion with Guided search for Long-Horizon Planning
24. ICLR 2026Compositional Generalization through Gradient Search in Nonparametric Latent Space
25. ICLR 2026DAMR: Efficient and Adaptive Context-Aware Knowledge Graph Question Answering with LLM-Guided MCTS
26. ICLR 2026Data Aware and Scalable Sensitivity Analysis for Decision Tree Ensembles
27. ICLR 2026DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search
28. ICLR 2026Discount Model Search for Quality Diversity Optimization in High-Dimensional Measure Spaces
29. ICLR 2026Does “Do Differentiable Simulators Give Better Policy Gradients?” Give Better Policy Gradients?
30. ICLR 2026Don't Throw Away Your Beams: Improving Consistency-based Uncertainties in LLMs via Beam Search
31. ICLR 2026Dr.LLM: Dynamic Layer Routing in LLMs
32. ICLR 2026DriftLite: Lightweight Drift Control for Inference-Time Scaling of Diffusion Models
33. ICLR 2026Efficient Approximate Posterior Sampling with Annealed Langevin Monte Carlo
34. ICLR 2026Efficient Sliced Wasserstein Distance Computation via Adaptive Bayesian Optimization
35. ICLR 2026EGG-SR: Embedding Symbolic Equivalence into Symbolic Regression via Equality Graph
36. ICLR 2026Embracing Discrete Search: A Reasonable Approach to Causal Structure Learning
37. ICLR 2026Expressive and Invariant Graph Learning via Canonical Tree Cover Neural Networks
38. ICLR 2026From Predictors to Samplers via the Training Trajectory
39. ICLR 2026Graph Random Features for Scalable Gaussian Processes
40. ICLR 2026Grouping Nodes with known Value Differences: A lossless UCT-based Abstraction Algorithm
41. ICLR 2026Hierarchical Encoding Tree with Modality Mixup for Cross-modal Hashing
42. ICLR 2026Hinge Regression Tree: A Newton Method for Oblique Regression Tree Splitting
43. ICLR 2026Hybrid Deep Searcher: Scalable Parallel and Sequential Search Reasoning
44. ICLR 2026Incentivizing LLM Reasoning via Reinforcement Learning with Functional Monte Carlo Tree Search
45. ICLR 2026Inference-time scaling of diffusion models through classical search
46. ICLR 2026Lean Finder: Semantic Search for Mathlib That Understands User Intents
47. ICLR 2026Learning Admissible Heuristics for A*: Theory and Practice
48. ICLR 2026LLM-Guided Evolutionary Program Synthesis for Quasi-Monte Carlo Design
49. ICLR 2026Local Entropy Search over Descent Sequences for Bayesian Optimization
50. ICLR 2026M$^2$-Miner: Multi-Agent Enhanced MCTS for Mobile GUI Agent Data Mining

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。