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

每年论文数

各会议论文数

按年份和会议统计

机制设计论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202342343529140
202469256739200
2025108586540271
20261756512858426

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

全部机制设计论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 1,037 篇，第 12 / 21 页

  1. ICML 2025Improved Off-policy Reinforcement Learning in Biological Sequence Design
  2. ICML 2025In-Context Linear Regression Demystified: Training Dynamics and Mechanistic Interpretability of Multi-Head Softmax Attention
  3. ICML 2025Integer Programming for Generalized Causal Bootstrap Designs
  4. ICML 2025Learning to Generate Projections for Reducing Dimensionality of Heterogeneous Linear Programming Problems
  5. ICML 2025LipsNet++: Unifying Filter and Controller into a Policy Network
  6. ICML 2025LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification
  7. ICML 2025LLM-Augmented Chemical Synthesis and Design Decision Programs
  8. ICML 2025Mechanisms of Projective Composition of Diffusion Models
  9. ICML 2025Mind the Gap: a Spectral Analysis of Rank Collapse and Signal Propagation in Attention Layers
  10. ICML 2025Monte Carlo Tree Search for Comprehensive Exploration in LLM-Based Automatic Heuristic Design
  11. ICML 2025MVA: Linear Attention with High-order Query-Keys Integration and Multi-level Vocabulary Decomposition
  12. ICML 2025MxMoE: Mixed-precision Quantization for MoE with Accuracy and Performance Co-Design
  13. ICML 2025Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics Discovery
  14. ICML 2025On the Emergence of Position Bias in Transformers
  15. ICML 2025On the Statistical Mechanisms of Distributional Compositional Generalization
  16. ICML 2025Optimal Auction Design in the Joint Advertising
  17. ICML 2025Optimal Survey Design for Private Mean Estimation
  18. ICML 2025Optimizing Social Network Interventions via Hypergradient-Based Recommender System Design
  19. ICML 2025P(all-atom) Is Unlocking New Path For Protein Design
  20. ICML 2025Peri-LN: Revisiting Normalization Layer in the Transformer Architecture
  21. ICML 2025Piloting Structure-Based Drug Design via Modality-Specific Optimal Schedule
  22. ICML 2025Policy Design for Two-sided Platforms with Participation Dynamics
  23. ICML 2025PPDiff: Diffusing in Hybrid Sequence-Structure Space for Protein-Protein Complex Design
  24. ICML 2025Prices, Bids, Values: One ML-Powered Combinatorial Auction to Rule Them All
  25. ICML 2025Principal-Agent Bandit Games with Self-Interested and Exploratory Learning Agents
  26. ICML 2025Probabilistic Factorial Experimental Design for Combinatorial Interventions
  27. ICML 2025Procurement Auctions via Approximately Optimal Submodular Optimization
  28. ICML 2025R*: Efficient Reward Design via Reward Structure Evolution and Parameter Alignment Optimization with Large Language Models
  29. ICML 2025Reliable Algorithm Selection for Machine Learning-Guided Design
  30. ICML 2025Robot-Gated Interactive Imitation Learning with Adaptive Intervention Mechanism
  31. ICML 2025Safely Learning Optimal Auctions: A Testable Learning Framework for Mechanism Design
  32. ICML 2025Simple Randomized Rounding for Max-Min Eigenvalue Augmentation
  33. ICML 2025Simplifying DINO via Coding Rate Regularization
  34. ICML 2025Step-DAD: Semi-Amortized Policy-Based Bayesian Experimental Design
  35. ICML 2025Stronger Neyman Regret Guarantees for Adaptive Experimental Design
  36. ICML 2025Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism
  37. ICML 2025Unraveling the Interplay between Carryover Effects and Reward Autocorrelations in Switchback Experiments
  38. ICML 2025When Bad Data Leads to Good Models
  39. ICML 2025You Get What You Give: Reciprocally Fair Federated Learning
  40. NeurIPS 2025A Closer Look at Graph Transformers: Cross-Aggregation and Beyond
  41. NeurIPS 2025A Cramér–von Mises Approach to Incentivizing Truthful Data Sharing
  42. NeurIPS 2025A Dataset for Distilling Knowledge Priors from Literature for Therapeutic Design
  43. NeurIPS 2025ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition
  44. NeurIPS 2025AlphaFold Database Debiasing for Robust Inverse Folding
  45. NeurIPS 2025Ambient Proteins - Training Diffusion Models on Noisy Structures
  46. NeurIPS 2025Attention Mechanism, Max-Affine Partition, and Universal Approximation
  47. NeurIPS 2025Attention Sinks: A 'Catch, Tag, Release' Mechanism for Embeddings
  48. NeurIPS 2025Bayes optimal learning of attention-indexed models
  49. NeurIPS 2025Beyond Last-Click: An Optimal Mechanism for Ad Attribution
  50. NeurIPS 2025BikeBench: A Bicycle Design Benchmark for Generative Models with Objectives and Constraints

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

「博弈与规划」下的其他主题