Dataset Debugging papers, 2023–2026

Key findings

• Dataset Debugging fell from 30 papers in 2023 to 22 in 2026, so interest is cooling.
• NeurIPS publishes the most Dataset Debugging work: 40 papers from 2023 to 2026, 34% of the four-venue total.
• The fastest-growing overlap is with Diffusion Models: papers tagged with both rose from 0 in 2023 to 5 in 2026.
• Among the 5 topics under Data-Centric AI, it ranks #4 by 2026 paper count; the fastest grower in the group, Synthetic Data Generation, is up 1.3x versus 0.7x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Dataset Debugging papers

119 papers, page 2 of 3

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

FAQ

How many Dataset Debugging papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

119 in total: 30 in 2023, 40 in 2024, 27 in 2025, 22 in 2026.

How many Dataset Debugging papers are at NeurIPS 2026?

NeurIPS 2026 has 9 Dataset Debugging papers, versus 9 the year before.

How many Dataset Debugging papers are at ICLR 2026?

ICLR 2026 has 4 Dataset Debugging papers, versus 6 the year before.

How many Dataset Debugging papers are at ICML 2026?

ICML 2026 has 3 Dataset Debugging papers, versus 2 the year before.

How many Dataset Debugging papers are at CVPR 2026?

CVPR 2026 has 6 Dataset Debugging papers, versus 10 the year before.

Which conference publishes the most Dataset Debugging papers?

NeurIPS, with 40 papers from 2023 to 2026.