数据集与基准论文趋势 2023–2026
新数据集与评测协议
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,856 篇被归入该主题的论文。
主要结论
- 数据集与基准论文从 2023 年的 937 篇增长到 2026 年的 1,991 篇，三年间扩大到约 2.1 倍。
- NeurIPS 是发数据集与基准论文最多的会议，2023–2026 年共 1,935 篇，占四个会议总量的 33%。
- 交叉方向里涨得最快的是AI 智能体：同时属于两个主题的论文从 2023 年的 8 篇增至 2026 年的 194 篇。
- 在「效率与系统」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的硬件协同是 4.4 倍，数据集与基准是 2.1 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 227 | 162 | 166 | 382 | 937 |
| 2024 | 448 | 216 | 318 | 364 | 1,346 |
| 2025 | 637 | 419 | 189 | 337 | 1,582 |
| 2026 | 623 | 635 | 275 | 458 | 1,991 |
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 Surrogate Perspective on Convergence of Fixed-Target DQN
- ICML 2026$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
- ICLR 2026**TandemFoilSet**: Datasets for Flow Field Prediction of Tandem-Airfoil Through the Reuse of Single Airfoils
- CVPR 20264DEquine Disentangling Motion and Appearance for 4D Equine Reconstruction from
- NeurIPS 2025A Dataset for Distilling Knowledge Priors from Literature for Therapeutic Design
- ICML 2025Active Evaluation Acquisition for Efficient LLM Benchmarking
- ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
- CVPR 20253D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination
- NeurIPS 2024A Benchmark Dataset for Event-Guided Human Pose Estimation and Tracking in Extreme Conditions
- ICML 2024A connection between Tempering and Entropic Mirror Descent
- ICLR 2024A Benchmark Study on Calibration
- CVPR 2024Data Valuation and Detections in Federated Learning
- NeurIPS 2023$\mathbf{\mathbb{E}^{FWI}}$: Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
- ICML 2023A Picture of the Space of Typical Learnable Tasks
- ICLR 2023$\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
- CVPR 2023A Bag-of-Prototypes Representation for Dataset-Level Applications
- NeurIPS 2026A Theoretical Bridge Between Long-Tailed Recognition and Continual Learning
- ICML 2026A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
- ICLR 2026A Fictional Q&A Dataset for Studying Memorization and Knowledge Acquisition
- CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and
全部数据集与基准论文
共 1,987 篇，第 14 / 40 页
- ICLR 2026Exposing Weaknesses of Large Reasoning Models through Graph Algorithm Problems
- ICLR 2026Expressive and Invariant Graph Learning via Canonical Tree Cover Neural Networks
- ICLR 2026ExpVid: A Benchmark for Experiment Video Understanding & Reasoning
- ICLR 2026Extreme Weather Nowcasting via Local Precipitation Pattern Prediction
- ICLR 2026Fair in Mind, Fair in Action? A Synchronous Benchmark for Understanding and Generation in UMLLMs
- ICLR 2026FaithCoT-Bench: Benchmarking Instance-Level Faithfulness of Chain-of-Thought Reasoning
- ICLR 2026Faithfulness Under the Distribution: A New Look at Attribution Evaluation
- ICLR 2026Fantastic Pretraining Optimizers and Where to Find Them
- ICLR 2026Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding
- ICLR 2026FATE: A Formal Benchmark Series for Frontier Algebra of Multiple Difficulty Levels
- ICLR 2026FeatureBench: Benchmarking Agentic Coding for Complex Feature Development
- ICLR 2026FeDaL: Federated Dataset Learning for General Time Series Foundation Models
- ICLR 2026FedDAG: Clustered Federated Learning via Global Data and Gradient Integration for Heterogeneous Environments
- ICLR 2026Federated Learning with Profile Mapping under Distribution Shifts and Drifts
- ICLR 2026FETAL-GAUGE: A BENCHMARK FOR ASSESSING VISION-LANGUAGE MODELS IN FETAL ULTRASOUND
- ICLR 2026FingerTip 20K: A Benchmark for Proactive and Personalized Mobile LLM Agents
- ICLR 2026FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning
- ICLR 2026First is Not Really Better Than Last: Evaluating Layer Choice and Aggregation Strategies in Language Model Data Influence Estimation
- ICLR 2026Flattery, Fluff, and Fog: Diagnosing and Mitigating Idiosyncratic Biases in Preference Models
- ICLR 2026FlexHiNM-GP: Flexible Hierarchical Pruning via Region Allocation and Channel Permutation
- ICLR 2026Flow Matching with Semidiscrete Couplings
- ICLR 2026FlowGen: Synthesizing Diverse Flowcharts to Enhance and Benchmark MLLM Reasoning
- ICLR 2026ForestPersons: A Large-Scale Dataset for Under-Canopy Missing Person Detection
- ICLR 2026FormalML: A Benchmark for Evaluating Formal Subgoal Completion in Machine Learning Theory
- ICLR 2026FRABench and UFEval: Unified Fine-grained Evaluation with Task and Aspect Generalization
- ICLR 2026Frayed RoPE and Long Inputs: A Geometric Perspective
- ICLR 2026FREAK: A Fine-grained Hallucination Evaluation Benchmark for Advanced MLLMs
- ICLR 2026FRIEDA: Benchmarking Multi-Step Cartographic Reasoning in Vision-Language Models
- ICLR 2026From Assistant to Independent Developer — Are GPTs Ready for Software Development?
- ICLR 2026From Collapse to Control: Understanding and Extending Context Length in Emerging Hybrid Models via Universal Position Interpolation
- ICLR 2026From Conversation to Query Execution: Benchmarking User and Tool Interactions for EHR Database Agents
- ICLR 2026From Evaluation to Defense: Advancing Safety in Video Large Language Models
- ICLR 2026From Medical Records to Diagnostic Dialogues: A Clinical-Grounded Approach and Dataset for Psychiatric Comorbidity
- ICLR 2026From Natural Alignment to Conditional Controllability in Multimodal Dialogue
- ICLR 2026From Reproduction to Replication: Evaluating Research Agents with Progressive Code Masking
- ICLR 2026From Static Benchmarks to Dynamic Protocol: Agent-Centric Text Anomaly Detection for Evaluating LLM Reasoning
- ICLR 2026FrontierCO: Real-World and Large-Scale Evaluation of Machine Learning Solvers for Combinatorial Optimization
- ICLR 2026FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction
- ICLR 2026Gaia2: Benchmarking LLM Agents on Dynamic and Asynchronous Environments
- ICLR 2026GDGB: A Benchmark for Generative Dynamic Text-Attributed Graph Learning
- ICLR 2026GDPval: Evaluating AI Model Performance on Real-World Economically Valuable Tasks
- ICLR 2026GEM: A Gym for Generalist LLMs
- ICLR 2026Generating Directed Graphs with Dual Attention and Asymmetric Encoding
- ICLR 2026GeoBench: Rethinking Multimodal Geometric Problem-Solving via Hierarchical Evaluation
- ICLR 2026GeoGramBench: Benchmarking the Geometric Program Reasoning in Modern LLMs
- ICLR 2026GeomMotif: A Benchmark for Arbitrary Geometric Preservation in Protein Generation
- ICLR 2026GIR-Bench: Versatile Benchmark for Generating Images with Reasoning
- ICLR 2026Gistify: Codebase-Level Understanding via Runtime Execution
- ICLR 2026gLSTM: Mitigating Over-Squashing by Increasing Storage Capacity
- ICLR 2026GneissWeb: Preparing High Quality Data for LLMs at Scale
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 查数据集与基准在 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": "dataset-and-benchmarks"}
常见问题
- 2023–2026 年四大会议一共有多少篇数据集与基准论文？
- 共 5,856 篇，按年份分别是 2023 年 937 篇、2024 年 1,346 篇、2025 年 1,582 篇、2026 年 1,991 篇。
- NeurIPS 2026 有多少篇数据集与基准论文？
- NeurIPS 2026 有 623 篇数据集与基准论文，上一届是 637 篇。
- ICLR 2026 有多少篇数据集与基准论文？
- ICLR 2026 有 635 篇数据集与基准论文，上一届是 419 篇。
- ICML 2026 有多少篇数据集与基准论文？
- ICML 2026 有 275 篇数据集与基准论文，上一届是 189 篇。
- CVPR 2026 有多少篇数据集与基准论文？
- CVPR 2026 有 458 篇数据集与基准论文，上一届是 337 篇。
- 哪个会议的数据集与基准论文最多？
- NeurIPS，2023–2026 年共 1,935 篇。