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 25 篇，第 1 / 1 页

1. ICLR 2024Adaptive deep spiking neural network with global-local learning via balanced excitatory and inhibitory mechanism
2. ICLR 2024Adaptive Instrument Design for Indirect Experiments
3. ICLR 2024Bandits Meet Mechanism Design to Combat Clickbait in Online Recommendation
4. ICLR 2024CircuitNet 2.0: An Advanced Dataset for Promoting Machine Learning Innovations in Realistic Chip Design Environment
5. ICLR 2024De novo Protein Design Using Geometric Vector Field Networks
6. ICLR 2024Debiasing Attention Mechanism in Transformer without Demographics
7. ICLR 2024Elucidating the design space of classifier-guided diffusion generation
8. ICLR 2024Graphical Multioutput Gaussian Process with Attention
9. ICLR 2024GTA: A Geometry-Aware Attention Mechanism for Multi-View Transformers
10. ICLR 2024Incentive-Aware Federated Learning with Training-Time Model Rewards
11. ICLR 2024Incentivized Truthful Communication for Federated Bandits
12. ICLR 2024Independent-Set Design of Experiments for Estimating Treatment and Spillover Effects under Network Interference
13. ICLR 2024Intriguing Properties of Data Attribution on Diffusion Models
14. ICLR 2024KW-Design: Pushing the Limit of Protein Design via Knowledge Refinement
15. ICLR 2024Learning to design protein-protein interactions with enhanced generalization
16. ICLR 2024Leveraging Hyperbolic Embeddings for Coarse-to-Fine Robot Design
17. ICLR 2024Local Search GFlowNets
18. ICLR 2024Online Information Acquisition: Hiring Multiple Agents
19. ICLR 2024Privacy Amplification for Matrix Mechanisms
20. ICLR 2024Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting
21. ICLR 2024RDesign: Hierarchical Data-efficient Representation Learning for Tertiary Structure-based RNA Design
22. ICLR 2024RobustTSF: Towards Theory and Design of Robust Time Series Forecasting with Anomalies
23. ICLR 2024Scalable Neural Network Kernels
24. ICLR 2024Stochastic Modified Equations and Dynamics of Dropout Algorithm
25. ICLR 2024Unraveling the Key Components of OOD Generalization via Diversification

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。