机制设计论文趋势 2023–2026

主要结论

• 机制设计论文从 2023 年的 140 篇增长到 2026 年的 426 篇，三年间扩大到约 3.0 倍。
• NeurIPS 是发机制设计论文最多的会议，2023–2026 年共 394 篇，占四个会议总量的 38%。
• 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 5 篇增至 2026 年的 42 篇。
• 在「博弈与规划」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的经典规划是 3.3 倍，机制设计是 3.0 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 Generalized Tikhonov Layer for Interpretable-by-design Graph Neural Networks
• ICML 2026Affine-Scaled Attention: Towards Flexible and Stable Transformer Attention
• ICLR 2026Bayesian Attention Mechanism: A Probabilistic Framework for Positional Encoding and Context Length Extrapolation
• CVPR 2026FEAT Fashion Editing and Try-On from Any Design
• NeurIPS 2025A Closer Look at Graph Transformers: Cross-Aggregation and Beyond
• ICML 2025Benign Overfitting in Token Selection of Attention Mechanism
• ICLR 2025AdaManip: Adaptive Articulated Object Manipulation Environments and Policy Learning
• CVPR 2025A Selective Re-learning Mechanism for Hyperspectral Fusion Imaging
• NeurIPS 2024AFBench: A Large-scale Benchmark for Airfoil Design
• ICML 2024CarbonNovo: Joint Design of Protein Structure and Sequence Using a Unified Energy-based Model
• ICLR 2024Adaptive Instrument Design for Indirect Experiments
• CVPR 2024InceptionNeXt: When Inception Meets ConvNeXt
• NeurIPS 2023An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss Functions
• ICML 2023AbODE: Ab initio antibody design using conjoined ODEs
• ICLR 2023Conditional Antibody Design as 3D Equivariant Graph Translation
• CVPR 2023Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization
• NeurIPS 2026A Unified Framework for Uniform-Price Resource Allocation Mechanisms
• ICML 2026Anatomy of Massive Activations and Attention Sinks
• ICLR 2026How Muon’s Spectral Design Benefits Generalization: A Study on Imbalanced Data
• CVPR 2026Parallax to Align Them All An OmniParallax Attention Mechanism for

全部机制设计论文

共 128 篇，第 2 / 3 页

51. ICML 2026From Welfare to Utility: Generalized Objectives in Budget-Feasible Procurement
52. ICML 2026Generative Inverse Design with Abstention via Diagonal Flow Matching
53. ICML 2026GTPO and GRPO-S: Token and Sequence-Level Reward Shaping with Policy Entropy
54. ICML 2026GuidedBridge: Training-freely Improving Bridge Models with Prior Guidance
55. ICML 2026Head-in-Head in Linear Attention
56. ICML 2026Hierarchical Decision Making with Structured Policies: A Principled Design via Inverse Optimization
57. ICML 2026Hierarchical Representations for Cross-task Automated Heuristic Design using LLMs
58. ICML 2026How Transformers Represent Hierarchies: A Local-to-Global Mechanism
59. ICML 2026Ideal Attribution and Faithful Watermarks for Language Models
60. ICML 2026Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System
61. ICML 2026Is Your LLM Overcharging You? Tokenization, Transparency, and Incentives
62. ICML 2026JADAI: Jointly Amortizing Adaptive Design and Bayesian Inference
63. ICML 2026Knowing Who, Not How Much: Learning-Augmented Mechanisms for Consumer Utility Maximization
64. ICML 2026Krause Synchronization Transformers
65. ICML 2026Leaderboard Incentives: Model Rankings under Strategic Post-Training
66. ICML 2026Learning Adaptive Topology with FiLM-Guided Distillation for Tertiary Structure-Based RNA Design
67. ICML 2026LIVEditor-14B: Lightning Unified Video Editing via In-Context Sparse Attention
68. ICML 2026Local Mechanisms of Compositional Generalization in Conditional Diffusion
69. ICML 2026MDN: Parallelizing Stepwise Momentum for Delta Linear Attention
70. ICML 2026Memory-Efficient LLM Pretraining via Minimalist Optimizer Design
71. ICML 2026Mind the Gap: Mixtures of Gaussians in Approximate Differential Privacy
72. ICML 2026Mitigating Plasticity Loss through Architectural Design in Continual Learning
73. ICML 2026Model Monotonicity in Autobidding Auctions: When Do Better Predictions Lead to Better Outcomes?
74. ICML 2026Multi-Level Strategic Classification: Incentivizing Improvement through Promotion and Relegation Dynamics
75. ICML 2026Natural Hypergradient Descent: Algorithm Design, Convergence Analysis, and Parallel Implementation
76. ICML 2026Neural Collapse by Design: Learning Class Prototypes on the Hypersphere
77. ICML 2026No More, No Less: Least-Privilege Language Models
78. ICML 2026Nonlinear Covariate Balance in Experimental Design
79. ICML 2026On Structured State-Space Duality
80. ICML 2026On the Coordination of Value-Maximizing Bidders
81. ICML 2026Online Bayesian Experimental Design for Partially Observed Dynamical Systems
82. ICML 2026Order Matters: Unveiling the Hidden Impact of Macro Placement Sequences via Proxy-Guided LLM Evolution
83. ICML 2026Overcoming the Incentive Collapse Paradox
84. ICML 2026PACE: Parameter Change for Unsupervised Environment Design
85. ICML 2026PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs
86. ICML 2026PDFBench: A Benchmark for De Novo Protein Design from Function
87. ICML 2026Practical Mechanism for Fault-Tolerant Spiking Neural Networks via Simple Input Control Based on Learnable Fragmentation
88. ICML 2026Principled SVD-based Delta Compression via Quantization Error Minimization
89. ICML 2026ProtDBench: A Unified Benchmark of Protein Binder Design and Evaluation
90. ICML 2026Prototype Transformer: Towards Language Model Architectures Interpretable by Design
91. ICML 2026Provably Data-driven Lagrangian Relaxation for Mixed Integer Linear Programming
92. ICML 2026Pruning at Initialisation through the lens of Graphon Limit: Convergence, Expressivity, and Generalisation
93. ICML 2026RAT+: Train Dense, Infer Sparse - Recurrence Augmented Attention for Dilated Inference
94. ICML 2026ReNF: Rethinking the Design of Neural Long-Term Time Series Forecasters
95. ICML 2026Resting Neurons, Active Insights: Robustifying Activation Sparsity in LLMs via Spontaneity
96. ICML 2026Rethinking Gating Mechanism in Sparse MoE: Handling Arbitrary Modality Inputs with Confidence-Guided Gate
97. ICML 2026Rethinking GNNs and Missing Features: Challenges, Evaluation and a Robust Solution
98. ICML 2026Revenue Guarantees of No-Swap-Regret Dynamics in First Price Auctions
99. ICML 2026Risk-Averse and Optimistic Advertiser Incentive Compatibility in Auto-bidding
100. ICML 2026Robust Sequential Experimental Design for A/B Testing

常见问题

2023–2026 年四大会议一共有多少篇机制设计论文？

共 1,037 篇，按年份分别是 2023 年 140 篇、2024 年 200 篇、2025 年 271 篇、2026 年 426 篇。

NeurIPS 2026 有多少篇机制设计论文？

NeurIPS 2026 有 175 篇机制设计论文，上一届是 108 篇。

ICLR 2026 有多少篇机制设计论文？

ICLR 2026 有 65 篇机制设计论文，上一届是 58 篇。

ICML 2026 有多少篇机制设计论文？

ICML 2026 有 128 篇机制设计论文，上一届是 65 篇。

CVPR 2026 有多少篇机制设计论文？

CVPR 2026 有 58 篇机制设计论文，上一届是 40 篇。

哪个会议的机制设计论文最多？

NeurIPS，2023–2026 年共 394 篇。