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 295 篇,第 4 / 6 页
- 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
- ICML 2025Improved Off-policy Reinforcement Learning in Biological Sequence Design
- ICML 2025In-Context Linear Regression Demystified: Training Dynamics and Mechanistic Interpretability of Multi-Head Softmax Attention
- ICML 2025Integer Programming for Generalized Causal Bootstrap Designs
- ICML 2025Learning to Generate Projections for Reducing Dimensionality of Heterogeneous Linear Programming Problems
- ICML 2025LipsNet++: Unifying Filter and Controller into a Policy Network
- ICML 2025LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification
- ICML 2025LLM-Augmented Chemical Synthesis and Design Decision Programs
- ICML 2025Mechanisms of Projective Composition of Diffusion Models
- ICML 2025Mind the Gap: a Spectral Analysis of Rank Collapse and Signal Propagation in Attention Layers
- ICML 2025Monte Carlo Tree Search for Comprehensive Exploration in LLM-Based Automatic Heuristic Design
- ICML 2025MVA: Linear Attention with High-order Query-Keys Integration and Multi-level Vocabulary Decomposition
- ICML 2025MxMoE: Mixed-precision Quantization for MoE with Accuracy and Performance Co-Design
- ICML 2025Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics Discovery
- ICML 2025On the Emergence of Position Bias in Transformers
- ICML 2025On the Statistical Mechanisms of Distributional Compositional Generalization
- ICML 2025Optimal Auction Design in the Joint Advertising
- ICML 2025Optimal Survey Design for Private Mean Estimation
- ICML 2025Optimizing Social Network Interventions via Hypergradient-Based Recommender System Design
- ICML 2025P(all-atom) Is Unlocking New Path For Protein Design
- ICML 2025Peri-LN: Revisiting Normalization Layer in the Transformer Architecture
- ICML 2025Piloting Structure-Based Drug Design via Modality-Specific Optimal Schedule
- ICML 2025Policy Design for Two-sided Platforms with Participation Dynamics
- ICML 2025PPDiff: Diffusing in Hybrid Sequence-Structure Space for Protein-Protein Complex Design
- ICML 2025Prices, Bids, Values: One ML-Powered Combinatorial Auction to Rule Them All
- ICML 2025Principal-Agent Bandit Games with Self-Interested and Exploratory Learning Agents
- ICML 2025Probabilistic Factorial Experimental Design for Combinatorial Interventions
- ICML 2025Procurement Auctions via Approximately Optimal Submodular Optimization
- ICML 2025R*: Efficient Reward Design via Reward Structure Evolution and Parameter Alignment Optimization with Large Language Models
- ICML 2025Reliable Algorithm Selection for Machine Learning-Guided Design
- ICML 2025Robot-Gated Interactive Imitation Learning with Adaptive Intervention Mechanism
- ICML 2025Safely Learning Optimal Auctions: A Testable Learning Framework for Mechanism Design
- ICML 2025Simple Randomized Rounding for Max-Min Eigenvalue Augmentation
- ICML 2025Simplifying DINO via Coding Rate Regularization
- ICML 2025Step-DAD: Semi-Amortized Policy-Based Bayesian Experimental Design
- ICML 2025Stronger Neyman Regret Guarantees for Adaptive Experimental Design
- ICML 2025Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism
- ICML 2025Unraveling the Interplay between Carryover Effects and Reward Autocorrelations in Switchback Experiments
- ICML 2025When Bad Data Leads to Good Models
- ICML 2025You Get What You Give: Reciprocally Fair Federated Learning
- ICML 2024A Contextual Combinatorial Bandit Approach to Negotiation
- ICML 2024Active Adaptive Experimental Design for Treatment Effect Estimation with Covariate Choice
- ICML 2024Adaptive Online Experimental Design for Causal Discovery
- ICML 2024Antibody Design Using a Score-based Diffusion Model Guided by Evolutionary, Physical and Geometric Constraints
- ICML 2024Bayesian Design Principles for Offline-to-Online Reinforcement Learning
- ICML 2024Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
- ICML 2024Bringing Motion Taxonomies to Continuous Domains via GPLVM on Hyperbolic manifolds
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。