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 53 / 118 页

  1. ICLR 2025On Linear Representations and Pretraining Data Frequency in Language Models
  2. ICLR 2025On Stochastic Contextual Bandits with Knapsacks in Small Budget Regime
  3. ICLR 2025On the Byzantine-Resilience of Distillation-Based Federated Learning
  4. ICLR 2025Open-CK: A Large Multi-Physics Fields Coupling benchmarks in Combustion Kinetics
  5. ICLR 2025OpenHands: An Open Platform for AI Software Developers as Generalist Agents
  6. ICLR 2025OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data
  7. ICLR 2025OpenRCA: Can Large Language Models Locate the Root Cause of Software Failures?
  8. ICLR 2025OpenVid-1M: A Large-Scale High-Quality Dataset for Text-to-video Generation
  9. ICLR 2025Operator Deep Smoothing for Implied Volatility
  10. ICLR 2025OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling
  11. ICLR 2025Optimal Protocols for Continual Learning via Statistical Physics and Control Theory
  12. ICLR 2025OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitting
  13. ICLR 2025Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning
  14. ICLR 2025PALMBENCH: A COMPREHENSIVE BENCHMARK OF COMPRESSED LARGE LANGUAGE MODELS ON MOBILE PLATFORMS
  15. ICLR 2025Pedestrian Motion Reconstruction: A Large-scale Benchmark via Mixed Reality Rendering with Multiple Perspectives and Modalities
  16. ICLR 2025Personalized Visual Instruction Tuning
  17. ICLR 2025PersonalLLM: Tailoring LLMs to Individual Preferences
  18. ICLR 2025PhyloLM: Inferring the Phylogeny of Large Language Models and Predicting their Performances in Benchmarks
  19. ICLR 2025PhysBench: Benchmarking and Enhancing Vision-Language Models for Physical World Understanding
  20. ICLR 2025Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time-Series Forecasting Based on Biological ODEs
  21. ICLR 2025PhysPDE: Rethinking PDE Discovery and a Physical Hypothesis Selection Benchmark
  22. ICLR 2025PianoMotion10M: Dataset and Benchmark for Hand Motion Generation in Piano Performance
  23. ICLR 2025PiCO: Peer Review in LLMs based on Consistency Optimization
  24. ICLR 2025Plastic Learning with Deep Fourier Features
  25. ICLR 2025Polyrating: A Cost-Effective and Bias-Aware Rating System for LLM Evaluation
  26. ICLR 2025PPT: Patch Order Do Matters In Time Series Pretext Task
  27. ICLR 2025Predictive Uncertainty Quantification for Bird's Eye View Segmentation: A Benchmark and Novel Loss Function
  28. ICLR 2025Prevalence of Negative Transfer in Continual Reinforcement Learning: Analyses and a Simple Baseline
  29. ICLR 2025Probabilistic Learning to Defer: Handling Missing Expert Annotations and Controlling Workload Distribution
  30. ICLR 2025Protecting against simultaneous data poisoning attacks
  31. ICLR 2025QA-Calibration of Language Model Confidence Scores
  32. ICLR 2025Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model
  33. ICLR 2025Realistic Evaluation of Deep Partial-Label Learning Algorithms
  34. ICLR 2025Reassessing How to Compare and Improve the Calibration of Machine Learning Models
  35. ICLR 2025RecFlow: An Industrial Full Flow Recommendation Dataset
  36. ICLR 2025ReCogLab: a framework testing relational reasoning & cognitive hypotheses on LLMs
  37. ICLR 2025Recovering Manifold Structure Using Ollivier Ricci Curvature
  38. ICLR 2025Redefining the task of Bioactivity Prediction
  39. ICLR 2025Reframing Structure-Based Drug Design Model Evaluation via Metrics Correlated to Practical Needs
  40. ICLR 2025Relax and Merge: A Simple Yet Effective Framework for Solving Fair $k$-Means and $k$-sparse Wasserstein Barycenter Problems
  41. ICLR 2025Reliable and Diverse Evaluation of LLM Medical Knowledge Mastery
  42. ICLR 2025ReSi: A Comprehensive Benchmark for Representational Similarity Measures
  43. ICLR 2025Rethinking Classifier Re-Training in Long-Tailed Recognition: Label Over-Smooth Can Balance
  44. ICLR 2025Rethinking the generalization of drug target affinity prediction algorithms via similarity aware evaluation
  45. ICLR 2025Revisiting Mode Connectivity in Neural Networks with Bezier Surface
  46. ICLR 2025Revisiting Source-Free Domain Adaptation: a New Perspective via Uncertainty Control
  47. ICLR 2025Revisiting text-to-image evaluation with Gecko: on metrics, prompts, and human rating
  48. ICLR 2025RGB-Event ISP: The Dataset and Benchmark
  49. ICLR 2025RM-Bench: Benchmarking Reward Models of Language Models with Subtlety and Style
  50. ICLR 2025RMB: Comprehensively benchmarking reward models in LLM alignment

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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