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 7 / 21 页

  1. NeurIPS 2026Explaining and Preventing Alignment Collapse in Iterative RLHF
  2. NeurIPS 2026Extending Myerson's Optimal Auctions to Correlated Bidders via Neural Network Interpolation
  3. NeurIPS 2026FairTune Market: A Fair and Trustworthy Marketplace for Fine-Tuned LLMs via Posted-Price & Proper-Scoring Mechanisms
  4. NeurIPS 2026FineRMoE: Dimension Expansion for Finer-Grained Expert with an Upcycling Approach
  5. NeurIPS 2026Finite-Memory Control of POMDPs: Fundamental Limits and Efficient Design
  6. NeurIPS 2026Finite-Sample Performance of Gradient Descent in Logistic Regression with Gaussian Design
  7. NeurIPS 2026First-Token Attraction in Mamba Dynamics
  8. NeurIPS 2026Fisher-Glass: Tail Sample Complexity from Nuisance-Projected Fisher Information
  9. NeurIPS 2026Flexformer: Flexible Linear Transformer with Learnable Attention Kernel
  10. NeurIPS 2026Flexible Flows for Biological Sequence Design
  11. NeurIPS 2026Flow-based Spectral Kernel Learning for Nonstationary Attention
  12. NeurIPS 2026Forgetting Has Neighbors: Localized Collateral Forgetting in Machine Unlearning
  13. NeurIPS 2026Forgetting is Not Always Bad: A Neuro-Inspired Memory Repair Mechanism for Poisoned LLM Agents
  14. NeurIPS 2026From Cortical Synchronous Rhythm to Brain Inspired Learning Mechanism: An Oscillatory Spiking Neural Network with Time-Delayed Coordination
  15. NeurIPS 2026FrontierOR: Benchmarking LLMs' Capacity for Efficient Algorithm Design in Large-Scale Optimization
  16. NeurIPS 2026Full-Atom Cyclic Peptide Design via Test-Time Scaled Autoregressive Flow Matching
  17. NeurIPS 2026Gaussian Density Splatting Network
  18. NeurIPS 2026GenAI Evaluation Results are Largely Artifacts of Evaluation Design Choices: Evidence from Audit Studies of Resume Screening
  19. NeurIPS 2026Generative Molecular Morphing for Flexible-Size Design via Unbalanced Optimal Transport
  20. NeurIPS 2026Geometric Factual Recall in Transformers
  21. NeurIPS 2026GPA: Generative Population Annealing for Test-Time Sequence Design with Pretrained Generative Models
  22. NeurIPS 2026Hallucination as Commitment Failure: Larger LLMs Misfire Despite Knowing the Answer
  23. NeurIPS 2026How Diffusion Models Memorize
  24. NeurIPS 2026How Do Language Models Compose Functions?
  25. NeurIPS 2026How Do Language Models Understand Tables? A Mechanistic Analysis of Cell Location
  26. NeurIPS 2026How does feature learning change the function space evolution?
  27. NeurIPS 2026How to Have a Sensitive Debate
  28. NeurIPS 2026Identifying Structural Biases from Causal Mechanism Shifts
  29. NeurIPS 2026Insight-Driven Search: A Framework for Multi-objective Automated Heuristic Design with Large Language Models
  30. NeurIPS 2026Instruction Anchor: Dissecting the Mechanistic Dynamics of Modality Arbitration
  31. NeurIPS 2026Interpretability-by-Design with Accurate Locally Additive Models and Conditional Feature Effects
  32. NeurIPS 2026Inverse Modeling for Laser Pulse Shape Design in Inertial Confinement Fusion
  33. NeurIPS 2026Large Language Models Enhanced Covariate-adjusted Response-adaptive Randomization Design
  34. NeurIPS 2026Learning Menu-Based Mechanisms for Truthful Budget-Feasible Procurement
  35. NeurIPS 2026Learning to Bid in Repeated Second-Price Auctions with Dynamic Values and Aggregated Feedback
  36. NeurIPS 2026Learning to Learn from Multimodal Experience
  37. NeurIPS 2026Learning to Persuade a Biased Receiver
  38. NeurIPS 2026Learning to Price with Persuasion
  39. NeurIPS 2026Learning What to Predict: Downstream-Guided Task Design for Continued Pretraining
  40. NeurIPS 2026Learning-Augmented Mechanism Design for Facility Location under $L_p$-Norm Social Costs
  41. NeurIPS 2026LLM Judge Validation Under Sparse Overlap: From Inference to Design
  42. NeurIPS 2026Locality-Controlled OOD Guidance for Robust Regulatory DNA Sequence Design
  43. NeurIPS 2026Looped Diffusion Language Models
  44. NeurIPS 2026Machine Learning-Driven RAG System Design
  45. NeurIPS 2026Manifold Random Features
  46. NeurIPS 2026Matching-Based Few-Shot Semantic Segmentation Models Are Interpretable by Design
  47. NeurIPS 2026Maximin Robust Bayesian Experimental Design
  48. NeurIPS 2026Mechanism Design for AI Overviews: Creator Incentives and Long-Term Profit
  49. NeurIPS 2026Mechanistic Critics for Sample-Efficient NPU Design-Space Exploration
  50. NeurIPS 2026Mitigating Overgeneralization in RND via Spectral Target Design

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用 paperlist 查机制设计在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？

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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。

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