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 15 / 21 页
- CVPR 2024Behind the Veil: Enhanced Indoor 3D Scene Reconstruction with Occluded Surfaces Completion
- CVPR 2024BoQ: A Place is Worth a Bag of Learnable Queries
- CVPR 2024Byzantine-robust Decentralized Federated Learning via Dual-domain Clustering and Trust Bootstrapping
- CVPR 2024CAMixerSR: Only Details Need More "Attention"
- CVPR 2024Capturing Closely Interacted Two-Person Motions with Reaction Priors
- CVPR 2024Circuit Design and Efficient Simulation of Quantum Inner Product and Empirical Studies of Its Effect on Near-Term Hybrid Quantum-Classic Machine Learning
- CVPR 2024Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods
- CVPR 2024Desigen: A Pipeline for Controllable Design Template Generation
- CVPR 2024Dexterous Grasp Transformer
- CVPR 2024Discontinuity-preserving Normal Integration with Auxiliary Edges
- CVPR 2024Discriminative Pattern Calibration Mechanism for Source-Free Domain Adaptation
- CVPR 2024Focus on Hiders: Exploring Hidden Threats for Enhancing Adversarial Training
- CVPR 2024Generalized Event Cameras
- CVPR 2024HumanNeRF-SE: A Simple yet Effective Approach to Animate HumanNeRF with Diverse Poses
- CVPR 2024Improving Depth Completion via Depth Feature Upsampling
- CVPR 2024InceptionNeXt: When Inception Meets ConvNeXt
- CVPR 2024Language-guided Image Reflection Separation
- CVPR 2024Low-Rank Rescaled Vision Transformer Fine-Tuning: A Residual Design Approach
- CVPR 2024LPSNet: End-to-End Human Pose and Shape Estimation with Lensless Imaging
- CVPR 2024MatchU: Matching Unseen Objects for 6D Pose Estimation from RGB-D Images
- CVPR 2024MLP Can Be A Good Transformer Learner
- CVPR 2024Monocular Identity-Conditioned Facial Reflectance Reconstruction
- CVPR 2024NAPGuard: Towards Detecting Naturalistic Adversarial Patches
- CVPR 2024NC-SDF: Enhancing Indoor Scene Reconstruction Using Neural SDFs with View-Dependent Normal Compensation
- CVPR 2024PBWR: Parametric-Building-Wireframe Reconstruction from Aerial LiDAR Point Clouds
- CVPR 2024Point Transformer V3: Simpler Faster Stronger
- CVPR 2024ProMotion: Prototypes As Motion Learners
- CVPR 2024Rethinking Generalizable Face Anti-spoofing via Hierarchical Prototype-guided Distribution Refinement in Hyperbolic Space
- CVPR 2024Rewrite the Stars
- CVPR 2024SAI3D: Segment Any Instance in 3D Scenes
- CVPR 2024SAOR: Single-View Articulated Object Reconstruction
- CVPR 2024SHViT: Single-Head Vision Transformer with Memory Efficient Macro Design
- CVPR 2024StraightPCF: Straight Point Cloud Filtering
- CVPR 2024SwitchLight: Co-design of Physics-driven Architecture and Pre-training Framework for Human Portrait Relighting
- CVPR 2024Unsegment Anything by Simulating Deformation
- CVPR 2024V?: Guided Visual Search as a Core Mechanism in Multimodal LLMs
- ICLR 2024Adaptive deep spiking neural network with global-local learning via balanced excitatory and inhibitory mechanism
- ICLR 2024Adaptive Instrument Design for Indirect Experiments
- ICLR 2024Bandits Meet Mechanism Design to Combat Clickbait in Online Recommendation
- ICLR 2024CircuitNet 2.0: An Advanced Dataset for Promoting Machine Learning Innovations in Realistic Chip Design Environment
- ICLR 2024De novo Protein Design Using Geometric Vector Field Networks
- ICLR 2024Debiasing Attention Mechanism in Transformer without Demographics
- ICLR 2024Elucidating the design space of classifier-guided diffusion generation
- ICLR 2024Graphical Multioutput Gaussian Process with Attention
- ICLR 2024GTA: A Geometry-Aware Attention Mechanism for Multi-View Transformers
- ICLR 2024Incentive-Aware Federated Learning with Training-Time Model Rewards
- ICLR 2024Incentivized Truthful Communication for Federated Bandits
- ICLR 2024Independent-Set Design of Experiments for Estimating Treatment and Spillover Effects under Network Interference
- ICLR 2024Intriguing Properties of Data Attribution on Diffusion Models
- ICLR 2024KW-Design: Pushing the Limit of Protein Design via Knowledge Refinement
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。