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 34 篇，第 1 / 1 页

1. ICLR 2023AANG : Automating Auxiliary Learning
2. ICLR 2023CktGNN: Circuit Graph Neural Network for Electronic Design Automation
3. ICLR 2023Conditional Antibody Design as 3D Equivariant Graph Translation
4. ICLR 2023Curriculum-based Co-design of Morphology and Control of Voxel-based Soft Robots
5. ICLR 2023DamoFD: Digging into Backbone Design on Face Detection
6. ICLR 2023Dilated convolution with learnable spacings
7. ICLR 2023Disentangling the Mechanisms Behind Implicit Regularization in SGD
8. ICLR 2023Don’t forget the nullspace! Nullspace occupancy as a mechanism for out of distribution failure
9. ICLR 2023DySR: Adaptive Super-Resolution via Algorithm and System Co-design
10. ICLR 2023Efficient Attention via Control Variates
11. ICLR 2023Emergence of Maps in the Memories of Blind Navigation Agents
12. ICLR 2023Encoding Recurrence into Transformers
13. ICLR 2023Equivariant Shape-Conditioned Generation of 3D Molecules for Ligand-Based Drug Design
14. ICLR 2023HiViT: A Simpler and More Efficient Design of Hierarchical Vision Transformer
15. ICLR 2023How Sharpness-Aware Minimization Minimizes Sharpness?
16. ICLR 2023LAVA: Data Valuation without Pre-Specified Learning Algorithms
17. ICLR 2023LDMIC: Learning-based Distributed Multi-view Image Coding
18. ICLR 2023Learning Symbolic Models for Graph-structured Physical Mechanism
19. ICLR 2023Mega: Moving Average Equipped Gated Attention
20. ICLR 2023Neural Architecture Design and Robustness: A Dataset
21. ICLR 2023Neural Design for Genetic Perturbation Experiments
22. ICLR 2023Neuromechanical Autoencoders: Learning to Couple Elastic and Neural Network Nonlinearity
23. ICLR 2023Nonlinear Reconstruction for Operator Learning of PDEs with Discontinuities
24. ICLR 2023Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing
25. ICLR 2023Parameter-Efficient Fine-Tuning Design Spaces
26. ICLR 2023Protein Sequence and Structure Co-Design with Equivariant Translation
27. ICLR 2023Re-parameterizing Your Optimizers rather than Architectures
28. ICLR 2023Retrieval-based Controllable Molecule Generation
29. ICLR 2023Reward Design with Language Models
30. ICLR 2023SoftZoo: A Soft Robot Co-design Benchmark For Locomotion In Diverse Environments
31. ICLR 2023SP2 : A Second Order Stochastic Polyak Method
32. ICLR 2023Spatial Attention Kinetic Networks with E(n)-Equivariance
33. ICLR 2023Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism
34. ICLR 2023What shapes the loss landscape of self supervised learning?

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。