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 125 篇，第 3 / 3 页

101. ICML 2025Self-Play $Q$-Learners Can Provably Collude in the Iterated Prisoner's Dilemma
102. ICML 2025Settling the Maximin Share Fairness for Scheduling among Groups of Machines
103. ICML 2025Should Decision-Makers Reveal Classifiers in Online Strategic Classification?
104. ICML 2025Solving Zero-Sum Convex Markov Games
105. ICML 2025SPMC: Self-Purifying Federated Backdoor Defense via Margin Contribution
106. ICML 2025The Harder Path: Last Iterate Convergence for Uncoupled Learning in Zero-Sum Games with Bandit Feedback
107. ICML 2025The impact of uncertainty on regularized learning in games
108. ICML 2025Towards a Formal Theory of Representational Compositionality
109. ICML 2024A Statistical Theory of Regularization-Based Continual Learning
110. ICML 2024A Theory of Fault-Tolerant Learning
111. ICML 2024Explaining Probabilistic Models with Distributional Values
112. ICML 2024Language Agents with Reinforcement Learning for Strategic Play in the Werewolf Game
113. ICML 2024Minimum Norm Interpolation Meets The Local Theory of Banach Spaces
114. ICML 2024On Statistical Learning Theory for Distributional Inputs
115. ICML 2024Open Ad Hoc Teamwork with Cooperative Game Theory
116. ICML 2024Position: Categorical Deep Learning is an Algebraic Theory of All Architectures
117. ICML 2024Random matrix theory improved Fréchet mean of symmetric positive definite matrices
118. ICML 2024Relational Learning in Pre-Trained Models: A Theory from Hypergraph Recovery Perspective
119. ICML 2024Sequential Kernel Goodness-of-fit Testing
120. ICML 2024Solving Hierarchical Information-Sharing Dec-POMDPs: An Extensive-Form Game Approach
121. ICML 2024Transformers Get Stable: An End-to-End Signal Propagation Theory for Language Models
122. ICML 2023Adapting to game trees in zero-sum imperfect information games
123. ICML 2023Auxiliary Learning as an Asymmetric Bargaining Game
124. ICML 2023Explaining Reinforcement Learning with Shapley Values
125. ICML 2023Parallel Online Clustering of Bandits via Hedonic Game

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。