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 12 / 13 页

  1. ICLR 2026Tell me Habibi, is it Real or Fake?
  2. ICLR 2026Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces
  3. ICLR 2026TGM: A Modular and Efficient Library for Machine Learning on Temporal Graphs
  4. ICLR 2026The Lie of the Average: How Class Incremental Learning Evaluation Deceives You?
  5. ICLR 2026The Open Proof Corpus: A Large-Scale Study of LLM-Generated Mathematical Proofs
  6. ICLR 2026The Quest for Efficient Reasoning: A Data-Centric Benchmark to CoT Distillation
  7. ICLR 2026The Quest for Generalizable Motion Generation: Data, Model, and Evaluation
  8. ICLR 2026The Seismic Wavefield Common Task Framework
  9. ICLR 2026The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution
  10. ICLR 2026THEMIS: Towards Holistic Evaluation of MLLMs for Scientific Paper Fraud Forensics
  11. ICLR 2026Theory of Space: Can Foundation Models Construct Spatial Beliefs through Active Exploration?
  12. ICLR 2026Theory-Grounded Evaluation of Human-Like Fallacy Patterns in LLM Reasoning
  13. ICLR 2026TimeRecipe: A Time-Series Forecasting Recipe via Benchmarking Module Level Effectiveness
  14. ICLR 2026Towards a Foundation Model for Crowdsourced Label Aggregation
  15. ICLR 2026Towards High Data Efficiency in Reinforcement Learning with Verifiable Reward
  16. ICLR 2026Towards Multimodal Data-Driven Scientific Discovery Powered by LLM Agents
  17. ICLR 2026Towards Personalized Deep Research: Benchmarks and Evaluations
  18. ICLR 2026Towards Quantifying Long-Range Interactions in Graph Machine Learning: a Large Graph Dataset and a Measurement
  19. ICLR 2026Towards Self-Evolving Agent Benchmarks : Validatable Agent Trajectory via Test-Time Exploration
  20. ICLR 2026TPRU: Advancing Temporal and Procedural Understanding in Large Multimodal Models
  21. ICLR 2026Traceable Evidence Enhanced Visual Grounded Reasoning: Evaluation and Method
  22. ICLR 2026Train-before-Test Harmonizes Language Model Rankings
  23. ICLR 2026TrainRef: Curating Data with Label Distribution and Minimal Reference for Accurate Prediction and Reliable Confidence
  24. ICLR 2026TRAJECT-Bench:A Trajectory-Aware Benchmark for Evaluating Agentic Tool Use
  25. ICLR 2026Transformers with Endogenous In-Context Learning: Bias Characterization and Mitigation
  26. ICLR 2026Transitive RL: Value Learning via Divide and Conquer
  27. ICLR 2026TrustGen: A Platform of Dynamic Benchmarking on the Trustworthiness of Generative Foundation Models
  28. ICLR 2026TrustJudge: Inconsistencies of LLM-as-a-Judge and How to Alleviate Them
  29. ICLR 2026TSM-Bench: Detecting LLM-Generated Text in Real-World Wikipedia Editing Practices
  30. ICLR 2026TTSDS2: Resources and Benchmark for Evaluating Human-Quality Text to Speech Systems
  31. ICLR 2026U2-BENCH: Benchmarking Large Vision-Language Models on Ultrasound Understanding
  32. ICLR 2026UIS-Digger: Towards Comprehensive Research Agent Systems for Real-world Unindexed Information Seeking
  33. ICLR 2026ULTRA-360: Unconstrained Dataset for Large-scale Temporal 3D Reconstruction across Altitudes and Omnidirectional Views
  34. ICLR 2026Understanding Dataset Distillation via Spectral Filtering
  35. ICLR 2026Unfolding Spatial Cognition: Evaluating Multimodal Models on Visual Simulations
  36. ICLR 2026Unpacking Human Preference for LLMs: Demographically Aware Evaluation with the HUMAINE Framework
  37. ICLR 2026Unveiling Perceptual Artifacts: A Fine-Grained Benchmark for Interpretable AI-Generated Image Detection
  38. ICLR 2026UrbanFeel：A Comprehensive Benchmark for Temporal and Perceptual Understanding of City Scenes through Human Perspective
  39. ICLR 2026Use the Online Network If You Can: Towards Fast and Stable Reinforcement Learning
  40. ICLR 2026USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning Capabilities of LLMs as Urban Agents
  41. ICLR 2026VaseVQA-3D: Benchmarking 3D VLMs on Ancient Greek Pottery
  42. ICLR 2026vAttention: Verified Sparse Attention via Sampling
  43. ICLR 2026vCache: Verified Semantic Prompt Caching
  44. ICLR 2026VenusX: Unlocking Fine-Grained Functional Understanding of Proteins
  45. ICLR 2026VeriEquivBench: An Equivalence Score for Ground-Truth-Free Evaluation of Formally Verifiable Code
  46. ICLR 2026VERIFY: A Novel Multi-Domain Dataset Grounding LTL in Contextual Natural Language via Provable Intermediate Logic
  47. ICLR 2026VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models
  48. ICLR 2026Video-LevelGauge: Investigating Contextual Positional Bias in Video Language Models.
  49. ICLR 2026VideoPhy-2: A Challenging Action-Centric Physical Commonsense Evaluation in Video Generation
  50. ICLR 2026Virne: A Comprehensive Benchmark for RL-based Network Resource Allocation in NFV

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。

「效率与系统」下的其他主题