数据集调试论文趋势 2023–2026

主要结论

• 数据集调试论文从 2023 年的 30 篇降到 2026 年的 22 篇，热度在回落。
• NeurIPS 是发数据集调试论文最多的会议，2023–2026 年共 40 篇，占四个会议总量的 34%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 5 篇。
• 在「以数据为中心 AI」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的合成数据生成是 1.3 倍，数据集调试是 0.7 倍。

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

• NeurIPS 2026Can Folding Models Tell Binders from Bluffers? Evidence from POISK: The Patent-Derived Antibody Dataset
• ICML 2026Exploring 3D Dataset Pruning
• ICLR 2026Slicing Wasserstein over Wasserstein via Functional Optimal Transport
• CVPR 2026Rethinking Dataset Distillation Hard Truths about Soft Labels
• NeurIPS 2025Enhancing Sample Selection Against Label Noise by Cutting Mislabeled Easy Examples
• ICML 2025Lightspeed Geometric Dataset Distance via Sliced Optimal Transport
• ICLR 2025Simulating Training Dynamics to Reconstruct Training Data from Deep Neural Networks
• CVPR 2025Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation
• NeurIPS 2024Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities
• ICML 2024SPADE: Sparsity-Guided Debugging for Deep Neural Networks
• ICLR 2024Teaching Large Language Models to Self-Debug
• CVPR 2024LUWA Dataset: Learning Lithic Use-Wear Analysis on Microscopic Images
• NeurIPS 2023ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram
• ICML 2023Dataset Distillation with Convexified Implicit Gradients
• ICLR 2023Concept-level Debugging of Part-Prototype Networks
• CVPR 2023FLAG3D: A 3D Fitness Activity Dataset With Language Instruction
• NeurIPS 2026CUDABeaver: Benchmarking LLM-Based Automated CUDA Debugging
• ICML 2026Magnitude Distance: A Geometric Measure of Dataset Similarity
• ICLR 2026BANZ-FS: BANZSL Fingerspelling Dataset
• CVPR 2026Beyond Soft Label Dataset Distillation via Orthogonal Gradient Matching

全部数据集调试论文

共 40 篇，第 1 / 1 页

1. NeurIPS 2026Can Folding Models Tell Binders from Bluffers? Evidence from POISK: The Patent-Derived Antibody Dataset
2. NeurIPS 2026CUDABeaver: Benchmarking LLM-Based Automated CUDA Debugging
3. NeurIPS 2026Dataset Distillation via Drifting
4. NeurIPS 2026ECLIPSE: A Spacecraft Rendezvous Trajectories Dataset with Controlled In-Orbit Lighting Conditions
5. NeurIPS 2026High Performance Differentially Private Fine-Tuning using Dataset Distillation
6. NeurIPS 2026LSC-Parlament: An Automatically Aligned Catalan Sign Language Dataset from Parliament Videos.
7. NeurIPS 2026OpenSanctions Pairs: A Large-Scale Dataset for Pairwise Entity Matching
8. NeurIPS 2026Precise Debugging Benchmark: Is Your Model Debugging or Regenerating?
9. NeurIPS 2026PULSE: A Synchronized Five-Modality Dataset for Sensorimotor Coordination in Long-Horizon Daily Activities
10. NeurIPS 2025DataRater: Meta-Learned Dataset Curation
11. NeurIPS 2025Dataset Distillation of 3D Point Clouds via Distribution Matching
12. NeurIPS 2025DQVis Dataset: Natural Language to Biomedical Visualization
13. NeurIPS 2025Enhancing Sample Selection Against Label Noise by Cutting Mislabeled Easy Examples
14. NeurIPS 2025FairDD: Fair Dataset Distillation
15. NeurIPS 2025Hyperbolic Dataset Distillation
16. NeurIPS 2025InternScenes: A Large-scale Simulatable Indoor Scene Dataset with Realistic Layouts
17. NeurIPS 2025Merlin L48 Spectrogram Dataset
18. NeurIPS 2025Rectifying Soft-Label Entangled Bias in Long-Tailed Dataset Distillation
19. NeurIPS 2024A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective
20. NeurIPS 2024A Systematic Review of NeurIPS Dataset Management Practices
21. NeurIPS 2024Assemblage: Automatic Binary Dataset Construction for Machine Learning
22. NeurIPS 2024Building Timeseries Dataset: Empowering Large-Scale Building Analytics
23. NeurIPS 2024Copycats: the many lives of a publicly available medical imaging dataset
24. NeurIPS 2024Croissant: A Metadata Format for ML-Ready Datasets
25. NeurIPS 2024dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans
26. NeurIPS 2024Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities
27. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
28. NeurIPS 2024Nuclear Fusion Diamond Polishing Dataset
29. NeurIPS 2024OpenSatMap: A Fine-grained High-resolution Satellite Dataset for Large-scale Map Construction
30. NeurIPS 2024PROSPECT PTMs: Rich Labeled Tandem Mass Spectrometry Dataset of Modified Peptides for Machine Learning in Proteomics
31. NeurIPS 2023A Dataset for Analyzing Streaming Media Performance over HTTP/3 Browsers
32. NeurIPS 2023Building Socio-culturally Inclusive Stereotype Resources with Community Engagement
33. NeurIPS 2023ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram
34. NeurIPS 2023Hyper-Skin: A Hyperspectral Dataset for Reconstructing Facial Skin-Spectra from RGB Images
35. NeurIPS 2023PopSign ASL v1.0: An Isolated American Sign Language Dataset Collected via Smartphones
36. NeurIPS 2023The Cambridge Law Corpus: A Dataset for Legal AI Research
37. NeurIPS 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data Only
38. NeurIPS 2023VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
39. NeurIPS 2023What Can We Learn from Unlearnable Datasets?
40. NeurIPS 2023You Only Condense Once: Two Rules for Pruning Condensed Datasets

常见问题

2023–2026 年四大会议一共有多少篇数据集调试论文？

共 119 篇，按年份分别是 2023 年 30 篇、2024 年 40 篇、2025 年 27 篇、2026 年 22 篇。

NeurIPS 2026 有多少篇数据集调试论文？

NeurIPS 2026 有 9 篇数据集调试论文，上一届是 9 篇。

ICLR 2026 有多少篇数据集调试论文？

ICLR 2026 有 4 篇数据集调试论文，上一届是 6 篇。

ICML 2026 有多少篇数据集调试论文？

ICML 2026 有 3 篇数据集调试论文，上一届是 2 篇。

CVPR 2026 有多少篇数据集调试论文？

CVPR 2026 有 6 篇数据集调试论文，上一届是 10 篇。

哪个会议的数据集调试论文最多？

NeurIPS，2023–2026 年共 40 篇。