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 5,852 篇，第 68 / 118 页

  1. NeurIPS 2025PhysGym: Benchmarking LLMs in Interactive Physics Discovery with Controlled Priors
  2. NeurIPS 2025PLEIADES: Building Temporal Kernels with Orthogonal Polynomials
  3. NeurIPS 2025PolarQuant: Leveraging Polar Transformation for Key Cache Quantization and Decoding Acceleration
  4. NeurIPS 2025PolyGuard: Massive Multi-Domain Safety Policy-Grounded Guardrail Dataset
  5. NeurIPS 2025PolyMath: Evaluating Mathematical Reasoning in Multilingual Contexts
  6. NeurIPS 2025PolypSense3D: A Multi-Source Benchmark Dataset for Depth-Aware Polyp Size Measurement in Endoscopy
  7. NeurIPS 2025Position: Benchmarking is Broken - Don't Let AI be Its Own Judge
  8. NeurIPS 2025Position: Machine Learning Conferences Should Establish a "Refutations and Critiques" Track
  9. NeurIPS 2025Predicting Empirical AI Research Outcomes with Language Models
  10. NeurIPS 2025PRING: Rethinking Protein-Protein Interaction Prediction from Pairs to Graphs
  11. NeurIPS 2025Probably Approximately Precision and Recall Learning
  12. NeurIPS 2025Progressive Data Dropout: An Embarrassingly Simple Approach to Train Faster
  13. NeurIPS 2025ProteinConformers: Benchmark Dataset for Simulating Protein Conformational Landscape Diversity and Plausibility
  14. NeurIPS 2025Protocols for Verifying Smooth Strategies in Bandits and Games
  15. NeurIPS 2025PSBench: a large-scale benchmark for estimating the accuracy of protein complex structural models
  16. NeurIPS 2025PSI: A Benchmark for Human Interpretation and Response in Traffic Interactions
  17. NeurIPS 2025PSMBench: A Benchmark and Dataset for Evaluating LLMs Extraction of Protocol State Machines from RFC Specifications
  18. NeurIPS 2025PUO-Bench: A Panel Understanding and Operation Benchmark with A Privacy-Preserving Framework
  19. NeurIPS 2025QCircuitBench: A Large-Scale Dataset for Benchmarking Quantum Algorithm Design
  20. NeurIPS 2025Quantifying Generalisation in Imitation Learning
  21. NeurIPS 2025QUT-DV25: A Dataset for Dynamic Analysis of Next-Gen Software Supply Chain Attacks
  22. NeurIPS 2025R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization
  23. NeurIPS 2025RAM-W600: A Multi-Task Wrist Dataset and Benchmark for Rheumatoid Arthritis
  24. NeurIPS 2025Random Search Neural Networks for Efficient and Expressive Graph Learning
  25. NeurIPS 2025RBench-V: A Primary Assessment for Visual Reasoning Models with Multimodal Outputs
  26. NeurIPS 2025RDB2G-Bench: A Comprehensive Benchmark for Automatic Graph Modeling of Relational Databases
  27. NeurIPS 2025REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real Websites
  28. NeurIPS 2025Reasoning Gym: Reasoning Environments for Reinforcement Learning with Verifiable Rewards
  29. NeurIPS 2025Reconciling Geospatial Prediction and Retrieval via Sparse Representations
  30. NeurIPS 2025Rectified Point Flow: Generic Point Cloud Pose Estimation
  31. NeurIPS 2025Rectifying Soft-Label Entangled Bias in Long-Tailed Dataset Distillation
  32. NeurIPS 2025REFED: A Subject Real-time Dynamic Labeled EEG-fNIRS Synchronized Recorded Emotion Dataset
  33. NeurIPS 2025Regression-adjusted Monte Carlo Estimators for Shapley Values and Probabilistic Values
  34. NeurIPS 2025ReinAD: Towards Real-world Industrial Anomaly Detection with a Comprehensive Contrastive Dataset
  35. NeurIPS 2025RelationAdapter: Learning and Transferring Visual Relation with Diffusion Transformers
  36. NeurIPS 2025ReplaceMe: Network Simplification via Depth Pruning and Transformer Block Linearization
  37. NeurIPS 2025ResearchCodeBench: Benchmarking LLMs on Implementing Novel Machine Learning Research Code
  38. NeurIPS 2025RESPIN-S1.0: A read speech corpus of 10000+ hours in dialects of nine Indian Languages
  39. NeurIPS 2025Restricted Global-Aware Graph Filters Bridging GNNs and Transformer for Node Classification
  40. NeurIPS 2025Results of the Big ANN: NeurIPS’23 competition
  41. NeurIPS 2025Rethinking Evaluation of Infrared Small Target Detection
  42. NeurIPS 2025Rethinking Nighttime Image Deraining via Learnable Color Space Transformation
  43. NeurIPS 2025Retrv-R1: A Reasoning-Driven MLLM Framework for Universal and Efficient Multimodal Retrieval
  44. NeurIPS 2025Revisiting Reinforcement Learning for LLM Reasoning from A Cross-Domain Perspective
  45. NeurIPS 2025Revisiting Residual Connections: Orthogonal Updates for Stable and Efficient Deep Networks
  46. NeurIPS 2025RGB-to-Polarization Estimation: A New Task and Benchmark Study
  47. NeurIPS 2025Risk Management for Mitigating Benchmark Failure Modes: BenchRisk
  48. NeurIPS 2025Robo2VLM: Improving Visual Question Answering using Large-Scale Robot Manipulation Data
  49. NeurIPS 2025RoboCerebra: A Large-scale Benchmark for Long-horizon Robotic Manipulation Evaluation
  50. NeurIPS 2025Roboflow100-VL: A Multi-Domain Object Detection Benchmark for Vision-Language Models

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