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 1,582 篇，第 29 / 32 页

  1. NeurIPS 2025RESPIN-S1.0: A read speech corpus of 10000+ hours in dialects of nine Indian Languages
  2. NeurIPS 2025Restricted Global-Aware Graph Filters Bridging GNNs and Transformer for Node Classification
  3. NeurIPS 2025Results of the Big ANN: NeurIPS’23 competition
  4. NeurIPS 2025Rethinking Evaluation of Infrared Small Target Detection
  5. NeurIPS 2025Rethinking Nighttime Image Deraining via Learnable Color Space Transformation
  6. NeurIPS 2025Retrv-R1: A Reasoning-Driven MLLM Framework for Universal and Efficient Multimodal Retrieval
  7. NeurIPS 2025Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective
  8. NeurIPS 2025Revisiting Residual Connections: Orthogonal Updates for Stable and Efficient Deep Networks
  9. NeurIPS 2025RGB-to-Polarization Estimation: A New Task and Benchmark Study
  10. NeurIPS 2025Risk Management for Mitigating Benchmark Failure Modes: BenchRisk
  11. NeurIPS 2025Robo2VLM: Improving Visual Question Answering using Large-Scale Robot Manipulation Data
  12. NeurIPS 2025RoboCerebra: A Large-scale Benchmark for Long-horizon Robotic Manipulation Evaluation
  13. NeurIPS 2025Roboflow100-VL: A Multi-Domain Object Detection Benchmark for Vision-Language Models
  14. NeurIPS 2025Robust Cross-modal Alignment Learning for Cross-Scene Spatial Reasoning and Grounding
  15. NeurIPS 2025RoFt-Mol: Benchmarking Robust Fine-tuning with Molecular Graph Foundation Models
  16. NeurIPS 2025Rope to Nope and Back Again: A New Hybrid Attention Strategy
  17. NeurIPS 2025RSCC: A Large-Scale Remote Sensing Change Caption Dataset for Disaster Events
  18. NeurIPS 2025rStar-Coder: Scaling Competitive Code Reasoning with a Large-Scale Verified Dataset
  19. NeurIPS 2025RUAGO: Effective and Practical Retain-Free Unlearning via Adversarial Attack and OOD Generator
  20. NeurIPS 2025S$^2$NN: Sub-bit Spiking Neural Networks
  21. NeurIPS 2025SAGE-Eval: Evaluating LLMs for Systematic Generalizations of Safety Facts
  22. NeurIPS 2025SageAttention3: Microscaling FP4 Attention for Inference and An Exploration of 8-Bit Training
  23. NeurIPS 2025Scalable Evaluation and Neural Models for Compositional Generalization
  24. NeurIPS 2025Scaling Computer-Use Grounding via User Interface Decomposition and Synthesis
  25. NeurIPS 2025Scaling Epidemic Inference on Contact Networks: Theory and Algorithms
  26. NeurIPS 2025Scaling Laws for Robust Comparison of Open Foundation Language-Vision Models and Datasets
  27. NeurIPS 2025Scaling Physical Reasoning with the PHYSICS Dataset
  28. NeurIPS 2025SceneSplat++: A Large Dataset and Comprehensive Benchmark for Language Gaussian Splatting
  29. NeurIPS 2025scGeneScope: A Treatment-Matched Single Cell Imaging and Transcriptomics Dataset and Benchmark for Treatment Response Modeling
  30. NeurIPS 2025SciArena: An Open Evaluation Platform for Non-Verifiable Scientific Literature-Grounded Tasks
  31. NeurIPS 2025Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning
  32. NeurIPS 2025SeasonBench-EA: A Multi-Source Benchmark for Seasonal Prediction and Numerical Model Post-Processing in East Asia
  33. NeurIPS 2025SECODEPLT: A Unified Benchmark for Evaluating the Security Risks and Capabilities of Code GenAI
  34. NeurIPS 2025SeCon-RAG: A Two-Stage Semantic Filtering and Conflict-Free Framework for Trustworthy RAG
  35. NeurIPS 2025Seeing in the Dark: Benchmarking Egocentric 3D Vision with the Oxford Day-and-Night Dataset
  36. NeurIPS 2025Sekai: A Video Dataset towards World Exploration
  37. NeurIPS 2025Selective Omniprediction and Fair Abstention
  38. NeurIPS 2025Self-Calibrating BCIs: Ranking and Recovery of Mental Targets Without Labels
  39. NeurIPS 2025Semantic-KG: Using Knowledge Graphs to Construct Benchmarks for Measuring Semantic Similarity
  40. NeurIPS 2025SeniorTalk: A Chinese Conversation Dataset with Rich Annotations for Super-Aged Seniors
  41. NeurIPS 2025Señorita-2M: A High-Quality Instruction-based Dataset for General Video Editing by Video Specialists
  42. NeurIPS 2025SentinelKilnDB: A Large-Scale Dataset and Benchmark for OBB Brick Kiln Detection in South Asia Using Satellite Imagery
  43. NeurIPS 2025Sheetpedia: A 300K-Spreadsheet Corpus for Spreadsheet Intelligence and LLM Fine-Tuning
  44. NeurIPS 2025ShoeFit: A New Dataset and Dual-image-stream DiT Framework for Virtual Footwear Try-On
  45. NeurIPS 2025Signal and Noise: A Framework for Reducing Uncertainty in Language Model Evaluation
  46. NeurIPS 2025Simple and Optimal Sublinear Algorithms for Mean Estimation
  47. NeurIPS 2025Simulating Viva Voce Examinations to Evaluate Clinical Reasoning in Large Language Models
  48. NeurIPS 2025Simultaneous Statistical Inference for Off-Policy Evaluation in Reinforcement Learning
  49. NeurIPS 2025Situat3DChange: Situated 3D Change Understanding Dataset for Multimodal Large Language Model
  50. NeurIPS 2025SkyLadder: Better and Faster Pretraining via Context Window Scheduling

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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