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 108 篇,第 2 / 3 页
- NeurIPS 2025Learning-Augmented Facility Location Mechanisms for the Envy Ratio Objective
- NeurIPS 2025Limitations of Normalization in Attention
- NeurIPS 2025Majority of the Bests: Improving Best-of-N via Bootstrapping
- NeurIPS 2025Manipulating 3D Molecules in a Fixed-Dimensional E(3)-Equivariant Latent Space
- NeurIPS 2025Mechanism Design for LLM Fine-tuning with Multiple Reward Models
- NeurIPS 2025Mechanism Design via the Interim Relaxation
- NeurIPS 2025MI-TRQR: Mutual Information-Based Temporal Redundancy Quantification and Reduction for Energy-Efficient Spiking Neural Networks
- NeurIPS 2025MIHC: Multi-View Interpretable Hypergraph Neural Networks with Information Bottleneck for Chip Congestion Prediction
- NeurIPS 2025MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery
- NeurIPS 2025NAVIX: Scaling MiniGrid Environments with JAX
- NeurIPS 2025NegoCollab: A Common Representation Negotiation Approach for Heterogeneous Collaborative Perception
- NeurIPS 2025NeuroH-TGL: Neuro-Heterogeneity Guided Temporal Graph Learning Strategy for Brain Disease Diagnosis
- NeurIPS 2025No-Regret Online Autobidding Algorithms in First-price Auctions
- NeurIPS 2025Normalized Attention Guidance: Universal Negative Guidance for Diffusion Models
- NeurIPS 2025On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
- NeurIPS 2025Online Experimental Design With Estimation-Regret Trade-off Under Network Interference
- NeurIPS 2025Parsimonious Predictions for Strategyproof Scheduling
- NeurIPS 2025PaTH Attention: Position Encoding via Accumulating Householder Transformations
- NeurIPS 2025Physics of Language Models: Part 4.1, Architecture Design and the Magic of Canon Layers
- NeurIPS 2025Position: Machine Learning Conferences Should Establish a "Refutations and Critiques" Track
- NeurIPS 2025Prior-Guided Flow Matching for Target-Aware Molecule Design with Learnable Atom Number
- NeurIPS 2025Procurement Auctions with Predictions: Improved Frugality for Facility Location
- NeurIPS 2025ProSpero: Active Learning for Robust Protein Design Beyond Wild-Type Neighborhoods
- NeurIPS 2025Protein Design with Dynamic Protein Vocabulary
- NeurIPS 2025Protein Inverse Folding From Structure Feedback
- NeurIPS 2025ProtInvTree: Deliberate Protein Inverse Folding with Reward-guided Tree Search
- NeurIPS 2025PubSub-VFL: Towards Efficient Two-Party Split Learning in Heterogeneous Environments via Publisher/Subscriber Architecture
- NeurIPS 2025Rationalized All-Atom Protein Design with Unified Multi-Modal Bayesian Flow
- NeurIPS 2025Repurposing AlphaFold3-like Protein Folding Models for Antibody Sequence and Structure Co-design
- NeurIPS 2025Reverse-Annealed Sequential Monte Carlo for Efficient Bayesian Optimal Experiment Design
- NeurIPS 2025RiboFlow: Conditional De Novo RNA Co-Design via Synergistic Flow Matching
- NeurIPS 2025Rope to Nope and Back Again: A New Hybrid Attention Strategy
- NeurIPS 2025SafePTR: Token-Level Jailbreak Defense in Multimodal LLMs via Prune-then-Restore Mechanism
- NeurIPS 2025Sample complexity of data-driven tuning of model hyperparameters in neural networks with structured parameter-dependent dual function
- NeurIPS 2025Scalable Neural Incentive Design with Parameterized Mean-Field Approximation
- NeurIPS 2025ScatterAD: Temporal-Topological Scattering Mechanism for Time Series Anomaly Detection
- NeurIPS 2025Shapley-Coop: Credit Assignment for Emergent Cooperation in Self-Interested LLM Agents
- NeurIPS 2025Smooth Quadratic Prediction Markets
- NeurIPS 2025SMRS: advocating a unified reporting standard for surrogate models in the artificial intelligence era.
- NeurIPS 2025Social World Model-Augmented Mechanism Design Policy Learning
- NeurIPS 2025Spark Transformer: Reactivating Sparsity in Transformer FFN and Attention
- NeurIPS 2025Spectral Analysis of Diffusion Models with Application to Schedule Design
- NeurIPS 2025Spectral Conditioning of Attention Improves Transformer Performance
- NeurIPS 2025Stochastic Principal-Agent Problems: Computing and Learning Optimal History-Dependent Policies
- NeurIPS 2025Stochastically Dominant Peer Prediction
- NeurIPS 2025Strassen Attention, Split VC Dimension and Compositionality in Transformers
- NeurIPS 2025Strategyproof Reinforcement Learning from Human Feedback
- NeurIPS 2025Tensor Product Attention Is All You Need
- NeurIPS 2025TF-MAS: Training-free Mamba2 Architecture Search
- NeurIPS 2025ToolRL: Reward is All Tool Learning Needs
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。