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 4 / 21 页
- ICML 2026Design Linear Constrained Neural Layers with Implicit Convex Optimization
- ICML 2026Design-Based Anytime-Valid Inference for Randomized Experiments with Delayed Outcomes and Staggered Entry
- ICML 2026Designing Observation and Action Models for Efficient Reinforcement Learning with LLMs
- ICML 2026Dissecting Causal Mechanism Shifts via FANS: Function And Noise Separation
- ICML 2026Dissecting Multimodal In-Context Learning: Modality Asymmetries and Circuit Dynamics in modern Transformers
- ICML 2026Diving into Kronecker Adapters: Component Design Matters
- ICML 2026Dreaming in Code for Curriculum Learning in Open-Ended Worlds
- ICML 2026Dual Mechanisms of Value Expression: Intrinsic vs. Prompted Values in Large Language Models
- ICML 2026Dynamic Relational Priming Improves Transformer in Multivariate Time Series
- ICML 2026ECo-MoE: Embodiment-Conditioned Mixture of Experts Increases the Evolvability of Robots
- ICML 2026Enhancing Affine Maximizer Auctions with Correlation-Aware Payment
- ICML 2026EpiCoCo: De Novo Epitope Generation via MHC-Context Co-Modeling and Contrastive Affinity Guidance
- ICML 2026Equivalence of Context and Parameter Updates in Modern Transformer Blocks
- ICML 2026EvoEGF-Mol: Evolving Exponential Geodesic Flow for Structure-based Drug Design
- ICML 2026Evolution of Benchmark: Black-Box Optimization Benchmark Design through Large Language Model
- ICML 2026Few-Shot Design Optimization by Exploiting Auxiliary Information
- ICML 2026FiX: Introducing Fine-grained Forget Gate into Softmax Attention
- ICML 2026FlashSketch: Sketch-Kernel Co-Design for Fast Sparse Sketching on GPUs
- ICML 2026Flexibility-Aware Geometric Latent Diffusion for Full-Atom Peptide Design
- ICML 2026Focus and Dilution: The Multi-stage Learning Process of Attention
- ICML 2026From Evaluation to Design: Using Potential Energy Surface Smoothness Metrics to Guide ML Interatomic Potential Architectures
- ICML 2026From Holo Pockets to Electron Density: GPT-style Drug Design with Density
- ICML 2026From Lyapunov Analysis to Algorithm Design in two-sided PL Minimax Optimization
- ICML 2026From Welfare to Utility: Generalized Objectives in Budget-Feasible Procurement
- ICML 2026Generative Inverse Design with Abstention via Diagonal Flow Matching
- ICML 2026GTPO and GRPO-S: Token and Sequence-Level Reward Shaping with Policy Entropy
- ICML 2026GuidedBridge: Training-freely Improving Bridge Models with Prior Guidance
- ICML 2026Head-in-Head in Linear Attention
- ICML 2026Hierarchical Decision Making with Structured Policies: A Principled Design via Inverse Optimization
- ICML 2026Hierarchical Representations for Cross-task Automated Heuristic Design using LLMs
- ICML 2026How Transformers Represent Hierarchies: A Local-to-Global Mechanism
- ICML 2026Ideal Attribution and Faithful Watermarks for Language Models
- ICML 2026Incentivized Exploration with Stochastic Covariates: A Two-Stage Mechanism Design for Recommender System
- ICML 2026Is Your LLM Overcharging You? Tokenization, Transparency, and Incentives
- ICML 2026JADAI: Jointly Amortizing Adaptive Design and Bayesian Inference
- ICML 2026Knowing Who, Not How Much: Learning-Augmented Mechanisms for Consumer Utility Maximization
- ICML 2026Krause Synchronization Transformers
- ICML 2026Leaderboard Incentives: Model Rankings under Strategic Post-Training
- ICML 2026Learning Adaptive Topology with FiLM-Guided Distillation for Tertiary Structure-Based RNA Design
- ICML 2026LIVEditor-14B: Lightning Unified Video Editing via In-Context Sparse Attention
- ICML 2026Local Mechanisms of Compositional Generalization in Conditional Diffusion
- ICML 2026MDN: Parallelizing Stepwise Momentum for Delta Linear Attention
- ICML 2026Memory-Efficient LLM Pretraining via Minimalist Optimizer Design
- ICML 2026Mind the Gap: Mixtures of Gaussians in Approximate Differential Privacy
- ICML 2026Mitigating Plasticity Loss through Architectural Design in Continual Learning
- ICML 2026Model Monotonicity in Autobidding Auctions: When Do Better Predictions Lead to Better Outcomes?
- ICML 2026Multi-Level Strategic Classification: Incentivizing Improvement through Promotion and Relegation Dynamics
- ICML 2026Natural Hypergradient Descent: Algorithm Design, Convergence Analysis, and Parallel Implementation
- ICML 2026Neural Collapse by Design: Learning Class Prototypes on the Hypersphere
- ICML 2026No More, No Less: Least-Privilege Language Models
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。