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 1,935 篇，第 18 / 39 页
- NeurIPS 2025FreeInv: Free Lunch for Improving DDIM Inversion
- NeurIPS 2025FreshStack: Building Realistic Benchmarks for Evaluating Retrieval on Technical Documents
- NeurIPS 2025From Flatland to Space: Teaching Vision-Language Models to Perceive and Reason in 3D
- NeurIPS 2025Fully Autonomous Neuromorphic Navigation and Dynamic Obstacle Avoidance
- NeurIPS 2025Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free
- NeurIPS 2025GC4NC: A Benchmark Framework for Graph Condensation on Node Classification with New Insights
- NeurIPS 2025Generalization Bound of Gradient Flow through Training Trajectory and Data-dependent Kernel
- NeurIPS 2025Generalizing Verifiable Instruction Following
- NeurIPS 2025GenSpace: Benchmarking Spatially-Aware Image Generation
- NeurIPS 2025GeoLLaVA-8K: Scaling Remote-Sensing Multimodal Large Language Models to 8K Resolution
- NeurIPS 2025GlobalTomo: A global dataset for physics-ML seismic wavefield modeling and FWI
- NeurIPS 2025GraphLand: Evaluating Graph Machine Learning Models on Diverse Industrial Data
- NeurIPS 2025GreenHyperSpectra: A multi-source hyperspectral dataset for global vegetation trait prediction
- NeurIPS 2025GS2E: Gaussian Splatting is an Effective Data Generator for Event Stream Generation
- NeurIPS 2025GSO: Challenging Software Optimization Tasks for Evaluating SWE-Agents
- NeurIPS 2025GTPBD: A Fine-Grained Global Terraced Parcel and Boundary Dataset
- NeurIPS 2025GUARD: Constructing Realistic Two-Player Matrix and Security Games for Benchmarking Game-Theoretic Algorithms
- NeurIPS 2025Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning
- NeurIPS 2025HawkBench: Investigating Resilience of RAG Methods on Stratified Information-Seeking Tasks
- NeurIPS 2025HelpSteer3-Preference: Open Human-Annotated Preference Data across Diverse Tasks and Languages
- NeurIPS 2025HO-Cap: A Capture System and Dataset for 3D Reconstruction and Pose Tracking of Hand-Object Interaction
- NeurIPS 2025HoloLLM: Multisensory Foundation Model for Language-Grounded Human Sensing and Reasoning
- NeurIPS 2025Horizon Reduction Makes RL Scalable
- NeurIPS 2025HouseLayout3D: A Benchmark and Training-free Baseline for 3D Layout Estimation in the Wild
- NeurIPS 2025How Benchmark Prediction from Fewer Data Misses the Mark
- NeurIPS 2025Hybrid-Collaborative Augmentation and Contrastive Sample Adaptive-Differential Awareness for Robust Attributed Graph Clustering
- NeurIPS 2025HybridNorm: Towards Stable and Efficient Transformer Training via Hybrid Normalization
- NeurIPS 2025Hyperbolic Dataset Distillation
- NeurIPS 2025Hyperphantasia: A Benchmark for Evaluating the Mental Visualization Capabilities of Multimodal LLMs
- NeurIPS 2025ICPC-Eval: Probing the Frontiers of LLM Reasoning with Competitive Programming Contests
- NeurIPS 2025ImgEdit: A Unified Image Editing Dataset and Benchmark
- NeurIPS 2025Impact of Layer Norm on Memorization and Generalization in Transformers
- NeurIPS 2025Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay
- NeurIPS 2025Improving Deep Learning for Accelerated MRI With Data Filtering
- NeurIPS 2025Improving planning and MBRL with temporally-extended actions
- NeurIPS 2025Improving the Generation and Evaluation of Synthetic Data for Downstream Medical Causal Inference
- NeurIPS 2025In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Prompting
- NeurIPS 2025Incremental Sequence Classification with Temporal Consistency
- NeurIPS 2025IndEgo: A Dataset of Industrial Scenarios and Collaborative Work for Egocentric Assistants
- NeurIPS 2025IndustryEQA: Pushing the Frontiers of Embodied Question Answering in Industrial Scenarios
- NeurIPS 2025InFlux: A Benchmark for Self-Calibration of Dynamic Intrinsics of Video Cameras
- NeurIPS 2025InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts
- NeurIPS 2025Inpainting the Neural Picture: Inferring Unrecorded Brain Area Dynamics from Multi-Animal Datasets
- NeurIPS 2025Intend to Move: A Multimodal Dataset for Intention-Aware Human Motion Understanding
- NeurIPS 2025InternScenes: A Large-scale Simulatable Indoor Scene Dataset with Realistic Layouts
- NeurIPS 2025Introducing FOReCAst: The Future Outcome Reasoning and Confidence Assessment Benchmark
- NeurIPS 2025Investigating and Mitigating Catastrophic Forgetting in Medical Knowledge Injection through Internal Knowledge Augmentation Learning
- NeurIPS 2025IOSTOM: Offline Imitation Learning from Observations via State Transition Occupancy Matching
- NeurIPS 2025IR-OptSet: An Optimization-Sensitive Dataset for Advancing LLM-Based IR Optimizer
- NeurIPS 2025IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering
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。