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 119 篇，第 2 / 3 页

51. CVPR 2024Efficient Dataset Distillation via Minimax Diffusion
52. CVPR 2024eTraM: Event-based Traffic Monitoring Dataset
53. CVPR 2024LASA: Instance Reconstruction from Real Scans using A Large-scale Aligned Shape Annotation Dataset
54. CVPR 2024LUWA Dataset: Learning Lithic Use-Wear Analysis on Microscopic Images
55. CVPR 2024MAGICK: A Large-scale Captioned Dataset from Matting Generated Images using Chroma Keying
56. CVPR 2024MatSynth: A Modern PBR Materials Dataset
57. CVPR 2024MSU-4S - The Michigan State University Four Seasons Dataset
58. CVPR 2024Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning
59. CVPR 2024SubT-MRS Dataset: Pushing SLAM Towards All-weather Environments
60. CVPR 2024TUMTraf V2X Cooperative Perception Dataset
61. ICLR 2024Data Debugging with Shapley Importance over Machine Learning Pipelines
62. ICLR 2024Data Filtering Networks
63. ICLR 2024Embarrassingly Simple Dataset Distillation
64. ICLR 2024Multisize Dataset Condensation
65. ICLR 2024Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on HuggingFace
66. ICLR 2024Self-Supervised Dataset Distillation for Transfer Learning
67. ICLR 2024Teaching Large Language Models to Self-Debug
68. ICLR 2024Towards Lossless Dataset Distillation via Difficulty-Aligned Trajectory Matching
69. ICLR 2024Training Unbiased Diffusion Models From Biased Dataset
70. ICML 2024Ameliorate Spurious Correlations in Dataset Condensation
71. ICML 2024DsDm: Model-Aware Dataset Selection with Datamodels
72. ICML 2024Memorization Through the Lens of Curvature of Loss Function Around Samples
73. ICML 2024Position: Measure Dataset Diversity, Don't Just Claim It
74. ICML 2024PruNeRF: Segment-Centric Dataset Pruning via 3D Spatial Consistency
75. ICML 2024SPADE: Sparsity-Guided Debugging for Deep Neural Networks
76. ICML 2024Trained Random Forests Completely Reveal your Dataset
77. ICML 2024What is Dataset Distillation Learning?
78. NeurIPS 2024A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective
79. NeurIPS 2024A Systematic Review of NeurIPS Dataset Management Practices
80. NeurIPS 2024Assemblage: Automatic Binary Dataset Construction for Machine Learning
81. NeurIPS 2024Building Timeseries Dataset: Empowering Large-Scale Building Analytics
82. NeurIPS 2024Copycats: the many lives of a publicly available medical imaging dataset
83. NeurIPS 2024Croissant: A Metadata Format for ML-Ready Datasets
84. NeurIPS 2024dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans
85. NeurIPS 2024Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities
86. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
87. NeurIPS 2024Nuclear Fusion Diamond Polishing Dataset
88. NeurIPS 2024OpenSatMap: A Fine-grained High-resolution Satellite Dataset for Large-scale Map Construction
89. NeurIPS 2024PROSPECT PTMs: Rich Labeled Tandem Mass Spectrometry Dataset of Modified Peptides for Machine Learning in Proteomics
90. CVPR 2023Accelerating Dataset Distillation via Model Augmentation
91. CVPR 2023ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D Data
92. CVPR 2023Backdoor Defense via Adaptively Splitting Poisoned Dataset
93. CVPR 2023FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction
94. CVPR 2023FLAG3D: A 3D Fitness Activity Dataset With Language Instruction
95. CVPR 2023Habitat-Matterport 3D Semantics Dataset
96. CVPR 2023Improved Distribution Matching for Dataset Condensation
97. CVPR 2023MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset
98. CVPR 2023Minimizing the Accumulated Trajectory Error To Improve Dataset Distillation
99. CVPR 2023OCELOT: Overlapped Cell on Tissue Dataset for Histopathology
100. CVPR 2023Slimmable Dataset Condensation

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。