机制设计论文趋势 2023–2026
拍卖与机制
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 1,037 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 42 | 34 | 35 | 29 | 140 |
| 2024 | 69 | 25 | 67 | 39 | 200 |
| 2025 | 108 | 58 | 65 | 40 | 271 |
| 2026 | 175 | 65 | 128 | 58 | 426 |
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 1,037 篇,第 11 / 21 页
- ICLR 2025MaestroMotif: Skill Design from Artificial Intelligence Feedback
- ICLR 2025Mechanism and Emergence of Stacked Attention Heads in Multi-Layer Transformers
- ICLR 2025Neural networks on Symmetric Spaces of Noncompact Type
- ICLR 2025On Rollouts in Model-Based Reinforcement Learning
- ICLR 2025Optimality of Matrix Mechanism on $\ell_p^p$-metric
- ICLR 2025ORSO: Accelerating Reward Design via Online Reward Selection and Policy Optimization
- ICLR 2025OSDA Agent: Leveraging Large Language Models for De Novo Design of Organic Structure Directing Agents
- ICLR 2025Policy Design in Long-run Welfare Dynamics
- ICLR 2025Private Mechanism Design via Quantile Estimation
- ICLR 2025Real-time design of architectural structures with differentiable mechanics and neural networks
- ICLR 2025Reframing Structure-Based Drug Design Model Evaluation via Metrics Correlated to Practical Needs
- ICLR 2025Regulatory DNA Sequence Design with Reinforcement Learning
- ICLR 2025Revisiting a Design Choice in Gradient Temporal Difference Learning
- ICLR 2025Scaling up the Banded Matrix Factorization Mechanism for Large Scale Differentially Private ML
- ICLR 2025Self-Improvement in Language Models: The Sharpening Mechanism
- ICLR 2025Sharpness-Aware Minimization Efficiently Selects Flatter Minima Late In Training
- ICLR 2025Simple Guidance Mechanisms for Discrete Diffusion Models
- ICLR 2025Steering Protein Family Design through Profile Bayesian Flow
- ICLR 2025SynFlowNet: Design of Diverse and Novel Molecules with Synthesis Constraints
- ICLR 2025Systematic Outliers in Large Language Models
- ICLR 2025T2V-Turbo-v2: Enhancing Video Model Post-Training through Data, Reward, and Conditional Guidance Design
- ICLR 2025Three Mechanisms of Feature Learning in a Linear Network
- ICLR 2025Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search
- ICLR 2025Universal Sharpness Dynamics in Neural Network Training: Fixed Point Analysis, Edge of Stability, and Route to Chaos
- ICML 2025ADIOS: Antibody Development via Opponent Shaping
- ICML 2025AI for Global Climate Cooperation: Modeling Global Climate Negotiations, Agreements, and Long-Term Cooperation in RICE-N
- ICML 2025An Efficient Matrix Multiplication Algorithm for Accelerating Inference in Binary and Ternary Neural Networks
- ICML 2025Backdoor Attacks in Token Selection of Attention Mechanism
- ICML 2025BAnG: Bidirectional Anchored Generation for Conditional RNA Design
- ICML 2025Benign Overfitting in Token Selection of Attention Mechanism
- ICML 2025CaDA: Cross-Problem Routing Solver with Constraint-Aware Dual-Attention
- ICML 2025Collaborative Mean Estimation Among Heterogeneous Strategic Agents: Individual Rationality, Fairness, and Truthful Contribution
- ICML 2025Contract Design Under Approximate Best Responses
- ICML 2025Counting in Small Transformers: The Delicate Interplay between Attention and Feed-Forward Layers
- ICML 2025CSTrack: Enhancing RGB-X Tracking via Compact Spatiotemporal Features
- ICML 2025Data-driven Design of Randomized Control Trials with Guaranteed Treatment Effects
- ICML 2025Decomposition of Graphic Design with Unified Multimodal Model
- ICML 2025DeepCrossAttention: Supercharging Transformer Residual Connections
- ICML 2025Distributionally Robust Active Learning for Gaussian Process Regression
- ICML 2025Diversity By Design: Leveraging Distribution Matching for Offline Model-Based Optimization
- ICML 2025DMM: Distributed Matrix Mechanism for Differentially-Private Federated Learning Based on Constant-Overhead Linear Secret Resharing
- ICML 2025Domain-Adapted Diffusion Model for PROTAC Linker Design Through the Lens of Density Ratio in Chemical Space
- ICML 2025Efficient and Separate Authentication Image Steganography Network
- ICML 2025Elucidating the Design Space of Multimodal Protein Language Models
- ICML 2025Empirical Design in Reinforcement Learning
- ICML 2025Enhancing Certified Robustness via Block Reflector Orthogonal Layers and Logit Annealing Loss
- ICML 2025Equivariant Polynomial Functional Networks
- ICML 2025ESPFormer: Doubly-Stochastic Attention with Expected Sliced Transport Plans
- ICML 2025Fraud-Proof Revenue Division on Subscription Platforms
- ICML 2025Heads up! Large Language Models Can Perform Tasks Without Your Instruction via Selective Attention Head Masking
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查机制设计在 NeurIPS 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "negotiation-and-mechanism"}
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。