经典规划论文趋势 2023–2026

主要结论

• 经典规划论文从 2023 年的 24 篇增长到 2026 年的 79 篇，三年间扩大到约 3.3 倍。
• NeurIPS 是发经典规划论文最多的会议，2023–2026 年共 75 篇，占四个会议总量的 42%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 9 篇。
• 在「博弈与规划」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的机制设计是 3.0 倍，经典规划是 3.3 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 Structured LLM Framework for Inorganic Material Synthesis Planning
• ICML 2026An Exponential Separation Between Quantum and Quantum-Inspired Classical Algorithms for Linear Systems
• ICLR 2026GTool: Graph Enhanced Tool Planning with Large Language Model
• CVPR 2026HQC-NBV A Hybrid Quantum-Classical View Planning Approach
• NeurIPS 2025\(\varepsilon\)-Optimally Solving Two-Player Zero-Sum POSGs
• ICML 2025Goal-Space Planning with Subgoal Models
• ICLR 2025From an LLM Swarm to a PDDL-empowered Hive: Planning Self-executed Instructions in a Multi-modal Jungle
• CVPR 2025Bridging Past and Future: End-to-End Autonomous Driving with Historical Prediction and Planning
• NeurIPS 2024WenMind: A Comprehensive Benchmark for Evaluating Large Language Models in Chinese Classical Literature and Language Arts
• ICML 2024A Bayesian Approach to Online Planning
• ICLR 2024Learning Planning Abstractions from Language
• CVPR 2024Why Not Use Your Textbook? Knowledge-Enhanced Procedure Planning of Instructional Videos
• NeurIPS 2023Experiment Planning with Function Approximation
• ICML 2023A Hybrid Quantum-Classical Approach based on the Hadamard Transform for the Convolutional Layer
• ICLR 2023Fast and Precise: Adjusting Planning Horizon with Adaptive Subgoal Search
• CVPR 2023Planning-Oriented Autonomous Driving
• NeurIPS 2026Behaving Better, Thinking Worse: Sycophancy Across Post-Training Stages
• ICML 2026On the Ability of Transformers to Verify Plans
• ICLR 2026Experience-based Knowledge Correction for Robust Planning in Minecraft
• CVPR 2026No Labels No Look-Ahead Unsupervised Online Video Stabilization with Classical

全部经典规划论文

共 35 篇，第 1 / 1 页

1. CVPR 2024Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous and Instruction-guided Driving
2. CVPR 2024MaskPLAN: Masked Generative Layout Planning from Partial Input
3. CVPR 2024Why Not Use Your Textbook? Knowledge-Enhanced Procedure Planning of Instructional Videos
4. ICLR 2024GRAPH-CONSTRAINED DIFFUSION FOR END-TO-END PATH PLANNING
5. ICLR 2024Integrating Planning and Deep Reinforcement Learning via Automatic Induction of Task Substructures
6. ICLR 2024Learning Planning Abstractions from Language
7. ICLR 2024Maximum Entropy Model Correction in Reinforcement Learning
8. ICLR 2024PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization
9. ICLR 2024Retro-fallback: retrosynthetic planning in an uncertain world
10. ICLR 2024The Update-Equivalence Framework for Decision-Time Planning
11. ICML 2024A Bayesian Approach to Online Planning
12. ICML 2024Characterizing ResNet's Universal Approximation Capability
13. ICML 2024DNCs Require More Planning Steps
14. ICML 2024Highway Value Iteration Networks
15. ICML 2024Learning Cognitive Maps from Transformer Representations for Efficient Planning in Partially Observed Environments
16. ICML 2024Planning, Fast and Slow: Online Reinforcement Learning with Action-Free Offline Data via Multiscale Planners
17. ICML 2024Position: LLMs Can’t Plan, But Can Help Planning in LLM-Modulo Frameworks
18. ICML 2024Potential Based Diffusion Motion Planning
19. ICML 2024Provable Representation with Efficient Planning for Partially Observable Reinforcement Learning
20. ICML 2024RoboMP$^2$: A Robotic Multimodal Perception-Planning Framework with Multimodal Large Language Models
21. ICML 2024Using Left and Right Brains Together: Towards Vision and Language Planning
22. NeurIPS 2024A Unifying Normative Framework of Decision Confidence
23. NeurIPS 2024ALPINE: Unveiling The Planning Capability of Autoregressive Learning in Language Models
24. NeurIPS 2024Amortized Planning with Large-Scale Transformers: A Case Study on Chess
25. NeurIPS 2024Chain of Thoughtlessness? An Analysis of CoT in Planning
26. NeurIPS 2024GameTraversalBenchmark: Evaluating Planning Abilities Of Large Language Models Through Traversing 2D Game Maps
27. NeurIPS 2024Graph Learning for Numeric Planning
28. NeurIPS 2024Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity
29. NeurIPS 2024Latent Plan Transformer for Trajectory Abstraction: Planning as Latent Space Inference
30. NeurIPS 2024The Value of Reward Lookahead in Reinforcement Learning
31. NeurIPS 2024Thought of Search: Planning with Language Models Through The Lens of Efficiency
32. NeurIPS 2024Towards Effective Planning Strategies for Dynamic Opinion Networks
33. NeurIPS 2024Ultrafast classical phylogenetic method beats large protein language models on variant effect prediction
34. NeurIPS 2024WenMind: A Comprehensive Benchmark for Evaluating Large Language Models in Chinese Classical Literature and Language Arts
35. NeurIPS 2024What type of inference is planning?

常见问题

2023–2026 年四大会议一共有多少篇经典规划论文？

共 179 篇，按年份分别是 2023 年 24 篇、2024 年 35 篇、2025 年 41 篇、2026 年 79 篇。

NeurIPS 2026 有多少篇经典规划论文？

NeurIPS 2026 有 40 篇经典规划论文，上一届是 14 篇。

ICLR 2026 有多少篇经典规划论文？

ICLR 2026 有 17 篇经典规划论文，上一届是 10 篇。

ICML 2026 有多少篇经典规划论文？

ICML 2026 有 13 篇经典规划论文，上一届是 15 篇。

CVPR 2026 有多少篇经典规划论文？

CVPR 2026 有 9 篇经典规划论文，上一届是 2 篇。

哪个会议的经典规划论文最多？

NeurIPS，2023–2026 年共 75 篇。