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 1,432 篇，第 13 / 29 页
- ICLR 2026Virtual Community: An Open World for Humans, Robots, and Society
- ICLR 2026VisCoder2: Building Multi-Language Visualization Coding Agents
- ICLR 2026VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models
- ICLR 2026Vision Language Models are Biased
- ICLR 2026VisJudge-Bench: Aesthetics and Quality Assessment of Visualizations
- ICLR 2026VisualPRM400K: An Effective Dataset for Training Multimodal Process Reward Models
- ICLR 2026VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
- ICLR 2026VLM-SubtleBench: How Far Are VLMs from Human-Level Subtle Comparative Reasoning?
- ICLR 2026VLSU: Mapping the Limits of Joint Multimodal Understanding for AI Safety
- ICLR 2026VoxPrivacy: A Benchmark for Evaluating Interactional Privacy of Speech Language Models
- ICLR 2026VPI-Bench: Visual Prompt Injection Attacks for Computer-Use Agents
- ICLR 2026VUDG: A Dataset for Video Understanding Domain Generalization
- ICLR 2026WARC-Bench: Web Archive based Benchmark for GUI Subtask Executions
- ICLR 2026WARP: Weight Teleportation for Attack-Resilient Unlearning Protocols
- ICLR 2026WearVox: An Egocentric Multichannel Voice Assistant Benchmark for Wearables
- ICLR 2026WebDevJudge: Evaluating (M)LLMs as Critiques for Web Development Quality
- ICLR 2026WebDS: An End-to-End Benchmark for Web-based Data Science
- ICLR 2026WebFactory: Automated Compression of Foundational Language Intelligence into Grounded Web Agents
- ICLR 2026What's In My Human Feedback? Learning Interpretable Descriptions of Preference Data
- ICLR 2026When Bias Helps Learning: Bridging Initial Prejudice and Trainability
- ICLR 2026When Data is the Algorithm: A Systematic Study and Curation of Preference Optimization Datasets
- ICLR 2026When Large Multimodal Models Confront Evolving Knowledge: Challenges and Explorations
- ICLR 2026When Machine Learning Gets Personal: Evaluating Prediction and Explanation
- ICLR 2026When Shift Happens - Confounding Is to Blame
- ICLR 2026When Style Breaks Safety: Defending LLMs Against Superficial Style Alignment
- ICLR 2026When to Ensemble: Identifying Token-Level Points for Stable and Fast LLM Ensembling
- ICLR 2026When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation
- ICLR 2026Why Adversarially Train Diffusion Models?
- ICLR 2026Why We Need New Benchmarks for Local Intrinsic Dimension Estimation
- ICLR 2026WideSearch: Benchmarking Agentic Broad Info-Seeking
- ICLR 2026Will AI Tell Lies to Save Sick Children? Litmus-Testing AI Values Prioritization with AIRiskDilemmas
- ICLR 2026Winter Soldier: Backdooring Language Models at Pre-Training with Indirect Data Poisoning
- ICLR 2026WorldEdit: Towards Open-World Image Editing with a Knowledge-Informed Benchmark
- ICLR 2026WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs
- ICLR 2026XModBench: Benchmarking Cross-Modal Capabilities and Consistency in Omni-Language Models
- ICLR 2025{$\tau$}-bench: A Benchmark for \underline{T}ool-\underline{A}gent-\underline{U}ser Interaction in Real-World Domains
- ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
- ICLR 2025A Decade's Battle on Dataset Bias: Are We There Yet?
- ICLR 2025A Large-scale Dataset and Benchmark for Commuting Origin-Destination Flow Generation
- ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
- ICLR 2025A New Perspective on Shampoo's Preconditioner
- ICLR 2025A Probabilistic Perspective on Unlearning and Alignment for Large Language Models
- ICLR 2025A Theoretically-Principled Sparse, Connected, and Rigid Graph Representation of Molecules
- ICLR 2025A-Bench: Are LMMs Masters at Evaluating AI-generated Images?
- ICLR 2025Accelerating neural network training: An analysis of the AlgoPerf competition
- ICLR 2025ACES: Automatic Cohort Extraction System for Event-Stream Datasets
- ICLR 2025ActionReasoningBench: Reasoning about Actions with and without Ramification Constraints
- ICLR 2025Active Learning for Neural PDE Solvers
- ICLR 2025ACTIVE: Offline Reinforcement Learning via Adaptive Imitation and In-sample $V$-Ensemble
- ICLR 2025Adapt-$\infty$: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection
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。