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 1,935 篇，第 14 / 39 页

  1. NeurIPS 2025AgMMU: A Comprehensive Agricultural Multimodal Understanding Benchmark
  2. NeurIPS 2025AHa-Bench: Benchmarking Audio Hallucinations in Large Audio-Language Models
  3. NeurIPS 2025AiDE-Q: Synthetic Labeled Datasets Can Enhance Learning Models for Quantum Property Estimation
  4. NeurIPS 2025Alchemist: Turning Public Text-to-Image Data into Generative Gold
  5. NeurIPS 2025ALE-Bench: A Benchmark for Long-Horizon Objective-Driven Algorithm Engineering
  6. NeurIPS 2025Algorithm- and Data-Dependent Generalization Bounds for Diffusion Models
  7. NeurIPS 2025AlgoTune: Can Language Models Speed Up General-Purpose Numerical Programs?
  8. NeurIPS 2025Aligning Evaluation with Clinical Priorities: Calibration, Label Shift, and Error Costs
  9. NeurIPS 2025All that structure matches does not glitter
  10. NeurIPS 2025An Optimized Franz-Parisi Criterion and its Equivalence with SQ Lower Bounds
  11. NeurIPS 2025AneuG-Flow: A Large-Scale Synthetic Dataset of Diverse Intracranial Aneurysm Geometries and Hemodynamics
  12. NeurIPS 2025AnomalyCoT: A Multi-Scenario Chain-of-Thought Dataset for Multimodal Large Language Models
  13. NeurIPS 2025ArchCAD-400K: A Large-Scale CAD drawings Dataset and New Baseline for Panoptic Symbol Spotting
  14. NeurIPS 2025ArchPower: Dataset for Architecture-Level Power Modeling of Modern CPU Design
  15. NeurIPS 2025Are Large Language Models Sensitive to the Motives Behind Communication?
  16. NeurIPS 2025Are Large Reasoning Models Good Translation Evaluators? Analysis and Performance Boost
  17. NeurIPS 2025Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond)
  18. NeurIPS 2025Asymmetric Duos: Sidekicks Improve Uncertainty
  19. NeurIPS 2025ATLAS: Autoformalizing Theorems through Lifting, Augmentation, and Synthesis of Data
  20. NeurIPS 2025Attention with Trained Embeddings Provably Selects Important Tokens
  21. NeurIPS 2025Augmenting Biological Fitness Prediction Benchmarks with Landscapes Features from GraphFLA
  22. NeurIPS 2025AutoHood3D: A Multi‑Modal Benchmark for Automotive Hood Design and Fluid–Structure Interaction
  23. NeurIPS 2025AutoOpt: A Dataset and a Unified Framework for Automating Optimization Problem Solving
  24. NeurIPS 2025AVerImaTeC: A Dataset for Automatic Verification of Image-Text Claims with Evidence from the Web
  25. NeurIPS 2025BackdoorDM: A Comprehensive Benchmark for Backdoor Learning on Diffusion Model
  26. NeurIPS 2025Balancing Performance and Costs in Best Arm Identification
  27. NeurIPS 2025BecomingLit: Relightable Gaussian Avatars with Hybrid Neural Shading
  28. NeurIPS 2025BEDLAM2.0: Synthetic humans and cameras in motion
  29. NeurIPS 2025BenchmarkCards: Standardized Documentation for Large Language Model Benchmarks
  30. NeurIPS 2025Benchmarking Egocentric Multimodal Goal Inference for Assistive Wearable Agents
  31. NeurIPS 2025Benchmarking Spatiotemporal Reasoning in LLMs and Reasoning Models: Capabilities and Challenges
  32. NeurIPS 2025Beyond Modality Collapse: Representation Blending for Multimodal Dataset Distillation
  33. NeurIPS 2025Bi-Level Decision-Focused Causal Learning for Large-Scale Marketing Optimization: Bridging Observational and Experimental Data
  34. NeurIPS 2025BikeBench: A Bicycle Design Benchmark for Generative Models with Objectives and Constraints
  35. NeurIPS 2025BLINK-Twice: You see, but do you observe? A Reasoning Benchmark on Visual Perception
  36. NeurIPS 2025BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset
  37. NeurIPS 2025BO4Mob: Bayesian Optimization Benchmarks for High-Dimensional Urban Mobility Problem
  38. NeurIPS 2025BOOM: Benchmarking Out-Of-distribution Molecular Property Predictions of Machine Learning Models
  39. NeurIPS 2025BountyBench: Dollar Impact of AI Agent Attackers and Defenders on Real-World Cybersecurity Systems
  40. NeurIPS 2025BRACE: A Benchmark for Robust Audio Caption Quality Evaluation
  41. NeurIPS 2025Bridging Critical Gaps in Convergent Learning: How Representational Alignment Evolves Across Layers, Training, and Distribution Shifts
  42. NeurIPS 2025Bridging Crypto with ML-based Solvers: the SAT Formulation and Benchmarks
  43. NeurIPS 2025Bridging Expressivity and Scalability with Adaptive Unitary SSMs
  44. NeurIPS 2025Bridging Theory and Practice in Link Representation with Graph Neural Networks
  45. NeurIPS 2025Bubbleformer: Forecasting Boiling with Transformers
  46. NeurIPS 2025BurstDeflicker: A Benchmark Dataset for Flicker Removal in Dynamic Scenes
  47. NeurIPS 2025C-SEO Bench: Does Conversational SEO Work?
  48. NeurIPS 2025C3Po: Cross-View Cross-Modality Correspondence by Pointmap Prediction
  49. NeurIPS 2025CaliGCL: Calibrated Graph Contrastive Learning via Partitioned Similarity and Consistency Discrimination
  50. NeurIPS 2025CaMiT: A Time-Aware Car Model Dataset for Classification and Generation

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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