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 1,346 篇，第 11 / 27 页

  1. ICLR 2024Neuron Activation Coverage: Rethinking Out-of-distribution Detection and Generalization
  2. ICLR 2024Neuron-Enhanced AutoEncoder Matrix Completion and Collaborative Filtering: Theory and Practice
  3. ICLR 2024Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors
  4. ICLR 2024New Insight of Variance reduce in Zero-Order Hard-Thresholding: Mitigating Gradient Error and Expansivity Contradictions
  5. ICLR 2024Offline RL with Observation Histories: Analyzing and Improving Sample Complexity
  6. ICLR 2024On Harmonizing Implicit Subpopulations
  7. ICLR 2024On the Joint Interaction of Models, Data, and Features
  8. ICLR 2024Open-ended VQA benchmarking of Vision-Language models by exploiting Classification datasets and their semantic hierarchy
  9. ICLR 2024OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text
  10. ICLR 2024OWL: A Large Language Model for IT Operations
  11. ICLR 2024PandaLM: An Automatic Evaluation Benchmark for LLM Instruction Tuning Optimization
  12. ICLR 2024Patched Denoising Diffusion Models For High-Resolution Image Synthesis
  13. ICLR 2024PeFLL: Personalized Federated Learning by Learning to Learn
  14. ICLR 2024PF-LRM: Pose-Free Large Reconstruction Model for Joint Pose and Shape Prediction
  15. ICLR 2024Pooling Image Datasets with Multiple Covariate Shift and Imbalance
  16. ICLR 2024Probabilistic Self-supervised Representation Learning via Scoring Rules Minimization
  17. ICLR 2024Prometheus: Inducing Fine-Grained Evaluation Capability in Language Models
  18. ICLR 2024Proving Test Set Contamination in Black-Box Language Models
  19. ICLR 2024Pushing Boundaries: Mixup's Influence on Neural Collapse
  20. ICLR 2024Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision
  21. ICLR 2024Query-Dependent Prompt Evaluation and Optimization with Offline Inverse RL
  22. ICLR 2024Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How
  23. ICLR 2024R-MAE: Regions Meet Masked Autoencoders
  24. ICLR 2024Realistic Evaluation of Semi-supervised Learning Algorithms in Open Environments
  25. ICLR 2024ReMasker: Imputing Tabular Data with Masked Autoencoding
  26. ICLR 2024Repeated Random Sampling for Minimizing the Time-to-Accuracy of Learning
  27. ICLR 2024Repelling Random Walks
  28. ICLR 2024RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems
  29. ICLR 2024Rethinking and Extending the Probabilistic Inference Capacity of GNNs
  30. ICLR 2024Rethinking Backdoor Attacks on Dataset Distillation: A Kernel Method Perspective
  31. ICLR 2024RETSim: Resilient and Efficient Text Similarity
  32. ICLR 2024Revisiting Plasticity in Visual Reinforcement Learning: Data, Modules and Training Stages
  33. ICLR 2024Robust NAS under adversarial training: benchmark, theory, and beyond
  34. ICLR 2024Rotation Has Two Sides: Evaluating Data Augmentation for Deep One-class Classification
  35. ICLR 2024Safe Collaborative Filtering
  36. ICLR 2024Scalable Neural Network Kernels
  37. ICLR 2024Self-Supervised Dataset Distillation for Transfer Learning
  38. ICLR 2024SKILL-MIX: a Flexible and Expandable Family of Evaluations for AI Models
  39. ICLR 2024SliceGPT: Compress Large Language Models by Deleting Rows and Columns
  40. ICLR 2024SmartPlay : A Benchmark for LLMs as Intelligent Agents
  41. ICLR 2024Social Reward: Evaluating and Enhancing Generative AI through Million-User Feedback from an Online Creative Community
  42. ICLR 2024SocioDojo: Building Lifelong Analytical Agents with Real-world Text and Time Series
  43. ICLR 2024SOTOPIA: Interactive Evaluation for Social Intelligence in Language Agents
  44. ICLR 2024SpaCE: The Spatial Confounding Environment
  45. ICLR 2024STREAM: Spatio-TempoRal Evaluation and Analysis Metric for Video Generative Models
  46. ICLR 2024Stylized Offline Reinforcement Learning: Extracting Diverse High-Quality Behaviors from Heterogeneous Datasets
  47. ICLR 2024SWE-bench: Can Language Models Resolve Real-world Github Issues?
  48. ICLR 2024Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching
  49. ICLR 2024TabR: Tabular Deep Learning Meets Nearest Neighbors
  50. ICLR 2024Tangent Transformers for Composition,Privacy and Removal

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