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

每年论文数

各会议论文数

按年份和会议统计

数据集与基准论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023227162166382937
20244482163183641,346
20256374191893371,582
20266236352754581,991

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

全部数据集与基准论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 635 篇，第 6 / 13 页

  1. ICLR 2026GraphOmni: A Comprehensive and Extensible Benchmark Framework for Large Language Models on Graph-theoretic Tasks
  2. ICLR 2026GraphUniverse: Enabling Systematic Evaluation of Inductive Generalization
  3. ICLR 2026Grounding and Enhancing Informativeness and Utility in Dataset Distillation
  4. ICLR 2026Grounding Computer Use Agents on Human Demonstrations
  5. ICLR 2026GTR-Bench: Evaluating Geo-Temporal Reasoning in Vision-Language Models
  6. ICLR 2026GuidedBench: Measuring and Mitigating the Evaluation Discrepancies of In-the-wild LLM Jailbreak Methods
  7. ICLR 2026H$^3$GNNs: Harmonizing Heterophily and Homophily in GNNs via Self-Supervised Node Encoding
  8. ICLR 2026HackWorld: Evaluating Computer-Use Agents on Exploiting Web Application Vulnerabilities
  9. ICLR 2026HardcoreLogic: Challenging Large Reasoning Models with Long-tail Logic Puzzle Games
  10. ICLR 2026HARDTESTGEN: A High-Quality RL Verifier Generation Pipeline for LLM Algorithimic Coding
  11. ICLR 2026Harnessing Temporal Databases for Systematic Evaluation of Factual Time-Sensitive Question-Answering in LLMs
  12. ICLR 2026Hessian-Enhanced Token Attribution (HETA): Interpreting Autoregressive LLMs
  13. ICLR 2026HeurekaBench: A Benchmarking Framework for AI Co-scientist
  14. ICLR 2026HeuriGym: An Agentic Benchmark for LLM-Crafted Heuristics in Combinatorial Optimization
  15. ICLR 2026Hierarchical Concept-based Interpretable Models
  16. ICLR 2026How Do Medical MLLMs Fail? A Study on Visual Grounding in Medical Images
  17. ICLR 2026How hard is learning to cut? Trade-offs and sample complexity
  18. ICLR 2026How Many Code and Test Cases Are Enough? Evaluating Test Cases Generation from a Binary-Matrix Perspective
  19. ICLR 2026How NOT to benchmark your SITE metric: Beyond Static Leaderboards and Towards Realistic Evaluation.
  20. ICLR 2026How Reliable is Language Model Micro-Benchmarking?
  21. ICLR 2026HSG-12M: A Large-Scale Benchmark of Spatial Multigraphs from the Energy Spectra of Non-Hermitian Crystals
  22. ICLR 2026HSSBench: Benchmarking Humanities and Social Sciences Ability for Multimodal Large Language Models
  23. ICLR 2026Human Behavior Atlas: Benchmarking Unified Psychological And Social Behavior Understanding
  24. ICLR 2026Human or Machine? A Preliminary Turing Test for Speech-to-Speech Interaction
  25. ICLR 2026Human Uncertainty-Aware Data Selection and Automatic Labeling in Visual Question Answering
  26. ICLR 2026Human-AI Curation Synergy: Scaling Preference Data Curation via Human-Guided AI Feedback
  27. ICLR 2026Human-MME: A Holistic Evaluation Benchmark for Human-Centric Multimodal Large Language Models
  28. ICLR 2026HumanPCR: Probing MLLM Capabilities in Diverse Human-Centric Scenes
  29. ICLR 2026HUME: Measuring the Human-Model Performance Gap in Text Embedding Tasks
  30. ICLR 2026Ice Cream Doesn’t Cause Drowning: Benchmarking LLMs Against Statistical Pitfalls in Causal Inference
  31. ICLR 2026ICYM2I: The illusion of multimodal informativeness under missingness
  32. ICLR 2026IF-VidCap: Can Video Caption Models Follow Instructions?
  33. ICLR 2026Image Quality Assessment for Embodied AI
  34. ICLR 2026ImagenWorld: Stress-Testing Image Generation Models with Explainable Human Evaluation on Open-ended Real-World Tasks
  35. ICLR 2026ImpossibleBench: Measuring LLMs' Propensity of Exploiting Test Cases
  36. ICLR 2026InclusiveVidPose: Bridging the Pose Estimation Gap for Individuals with Limb Deficiencies in Video-Based Motion
  37. ICLR 2026Inconsistency Biases in Dynamic Data Pruning
  38. ICLR 2026InfoDet: A Dataset for Infographic Element Detection
  39. ICLR 2026InfoMosaic-Bench: Evaluating Multi-Source Information Seeking in Tool-Augmented Agents
  40. ICLR 2026Initialization Schemes for Kolmogorov–Arnold Networks: An Empirical Study
  41. ICLR 2026InnoGym: Benchmarking the Innovation Potential of AI Agents
  42. ICLR 2026InnovatorBench: Evaluating Agents’ Ability to Conduct Innovative AI Research
  43. ICLR 2026Interactive Agents to Overcome Underspecificity in Software Engineering
  44. ICLR 2026Interference-Isolated Elastic Weight Consolidation and Knowledge Calibration for Incremental Object Detection
  45. ICLR 2026Internal Evaluation of Density-Based Clusterings with Noise
  46. ICLR 2026InternSpatial: A Comprehensive Dataset for Spatial Reasoning in Vision-Language Models
  47. ICLR 2026InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models
  48. ICLR 2026Intrinsic Lorentz Neural Network
  49. ICLR 2026Inverse IFEval: Can LLMs Unlearn Stubborn Training Conventions to Follow Real Instructions?
  50. ICLR 2026Is Graph Unlearning Ready for Practice? A Benchmark on Efficiency, Utility, and Forgetting

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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