理论 · game theory论文趋势 2023–2026

主要结论

• 理论 · game theory论文从 2023 年的 34 篇增长到 2026 年的 126 篇，三年间扩大到约 3.7 倍。
• NeurIPS 是发理论 · game theory论文最多的会议，2023–2026 年共 183 篇，占四个会议总量的 48%。
• 交叉方向里涨得最快的是机制设计：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 19 篇。
• 在「理论与统计」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的理论 · learning theory是 5.6 倍，理论 · game theory是 3.7 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 Mechanistic Investigation of Theory of Mind in a Large Language Model
• ICML 2026(Doubly) Exponential Lower Bounds for Follow the Regularized Leader in Potential Games
• ICLR 2026Infinite Horizon Markov Economies
• CVPR 2026Tackling Model Bias via Game-theoretic Multi-agent Collaboration Framework for Hateful
• NeurIPS 2025AlphaBeta is not as good as you think: a simple random games model for a better analysis of deterministic game-solving algorithms
• ICML 2025A-PSRO: A Unified Strategy Learning Method with Advantage Metric for Normal-form Games
• ICLR 2025A Theory of Initialisation's Impact on Specialisation
• CVPR 2025Dynamic Stereotype Theory Induced Micro-expression Recognition with Oriented Deformation
• NeurIPS 2024Accelerated Regularized Learning in Finite N-Person Games
• ICML 2024A Statistical Theory of Regularization-Based Continual Learning
• ICLR 2024Generative Adversarial Equilibrium Solvers
• CVPR 2024GlitchBench: Can Large Multimodal Models Detect Video Game Glitches?
• NeurIPS 2023$\varepsilon$-fractional core stability in Hedonic Games.
• ICML 2023Auxiliary Learning as an Asymmetric Bargaining Game
• ICLR 2023Computational Language Acquisition with Theory of Mind
• CVPR 2023Improving Generalization With Domain Convex Game
• NeurIPS 2026Agentic AI Design Should be Mediated to Promote Social Welfare
• ICML 2026A Game-Theoretic Analysis of Attacks on Large Language Models via Compositional Skills
• ICLR 2026On Universality of Deep Equivariant Networks
• NeurIPS 2025Approximation theory for 1-Lipschitz ResNets

全部理论 · game theory论文

共 107 篇，第 1 / 3 页

1. CVPR 2024GlitchBench: Can Large Multimodal Models Detect Video Game Glitches?
2. ICLR 2024A ROBUST DIFFERENTIAL NEURAL ODE OPTIMIZER
3. ICLR 2024Adversarial Training Should Be Cast as a Non-Zero-Sum Game
4. ICLR 2024Approximating Nash Equilibria in Normal-Form Games via Stochastic Optimization
5. ICLR 2024Benign Oscillation of Stochastic Gradient Descent with Large Learning Rate
6. ICLR 2024Efficient Inverse Multiagent Learning
7. ICLR 2024Expected flow networks in stochastic environments and two-player zero-sum games
8. ICLR 2024Generative Adversarial Equilibrium Solvers
9. ICLR 2024How to Capture Higher-order Correlations? Generalizing Matrix Softmax Attention to Kronecker Computation
10. ICLR 2024NfgTransformer: Equivariant Representation Learning for Normal-form Games
11. ICLR 2024Noisy Interpolation Learning with Shallow Univariate ReLU Networks
12. ICLR 2024OPTIMAL ROBUST MEMORIZATION WITH RELU NEURAL NETWORKS
13. ICLR 2024Optimal Sample Complexity of Contrastive Learning
14. ICLR 2024Sample-Efficient Learning of POMDPs with Multiple Observations In Hindsight
15. ICLR 2024Symmetric Single Index Learning
16. ICLR 2024The Consensus Game: Language Model Generation via Equilibrium Search
17. ICLR 2024The Human-AI Substitution game: active learning from a strategic labeler
18. ICLR 2024Toward Optimal Policy Population Growth in Two-Player Zero-Sum Games
19. ICML 2024A Statistical Theory of Regularization-Based Continual Learning
20. ICML 2024A Theory of Fault-Tolerant Learning
21. ICML 2024Explaining Probabilistic Models with Distributional Values
22. ICML 2024Language Agents with Reinforcement Learning for Strategic Play in the Werewolf Game
23. ICML 2024Minimum Norm Interpolation Meets The Local Theory of Banach Spaces
24. ICML 2024On Statistical Learning Theory for Distributional Inputs
25. ICML 2024Open Ad Hoc Teamwork with Cooperative Game Theory
26. ICML 2024Position: Categorical Deep Learning is an Algebraic Theory of All Architectures
27. ICML 2024Random matrix theory improved Fréchet mean of symmetric positive definite matrices
28. ICML 2024Relational Learning in Pre-Trained Models: A Theory from Hypergraph Recovery Perspective
29. ICML 2024Sequential Kernel Goodness-of-fit Testing
30. ICML 2024Solving Hierarchical Information-Sharing Dec-POMDPs: An Extensive-Form Game Approach
31. ICML 2024Transformers Get Stable: An End-to-End Signal Propagation Theory for Language Models
32. NeurIPS 2024Accelerated Regularized Learning in Finite N-Person Games
33. NeurIPS 2024Accelerating Nash Equilibrium Convergence in Monte Carlo Settings Through Counterfactual Value Based Fictitious Play
34. NeurIPS 2024Addressing Bias in Online Selection with Limited Budget of Comparisons
35. NeurIPS 2024Aggregating Quantitative Relative Judgments: From Social Choice to Ranking Prediction
36. NeurIPS 2024Autobidder's Dilemma: Why More Sophisticated Autobidders Lead to Worse Auction Efficiency
37. NeurIPS 2024Axioms for AI Alignment from Human Feedback
38. NeurIPS 2024Bandits with Preference Feedback: A Stackelberg Game Perspective
39. NeurIPS 2024Bayesian Strategic Classification
40. NeurIPS 2024Bias Detection via Signaling
41. NeurIPS 2024Carrot and Stick: Eliciting Comparison Data and Beyond
42. NeurIPS 2024Computational Aspects of Bayesian Persuasion under Approximate Best Response
43. NeurIPS 2024Contracting with a Learning Agent
44. NeurIPS 2024Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound
45. NeurIPS 2024Convergence of $\text{log}(1/\epsilon)$ for Gradient-Based Algorithms in Zero-Sum Games without the Condition Number: A Smoothed Analysis
46. NeurIPS 2024Convergence of No-Swap-Regret Dynamics in Self-Play
47. NeurIPS 2024Credal Learning Theory
48. NeurIPS 2024Decentralized Noncooperative Games with Coupled Decision-Dependent Distributions
49. NeurIPS 2024Distribution Learning with Valid Outputs Beyond the Worst-Case
50. NeurIPS 2024Dueling over Dessert, Mastering the Art of Repeated Cake Cutting

常见问题

2023–2026 年四大会议一共有多少篇理论 · game theory论文？

共 384 篇，按年份分别是 2023 年 34 篇、2024 年 107 篇、2025 年 117 篇、2026 年 126 篇。

NeurIPS 2026 有多少篇理论 · game theory论文？

NeurIPS 2026 有 44 篇理论 · game theory论文，上一届是 49 篇。

ICLR 2026 有多少篇理论 · game theory论文？

ICLR 2026 有 20 篇理论 · game theory论文，上一届是 19 篇。

ICML 2026 有多少篇理论 · game theory论文？

ICML 2026 有 61 篇理论 · game theory论文，上一届是 47 篇。

CVPR 2026 有多少篇理论 · game theory论文？

CVPR 2026 有 1 篇理论 · game theory论文，上一届是 2 篇。

哪个会议的理论 · game theory论文最多？

NeurIPS，2023–2026 年共 183 篇。