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

40 papers, page 1 of 1

1. CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
2. CVPR 2024Efficient Dataset Distillation via Minimax Diffusion
3. CVPR 2024eTraM: Event-based Traffic Monitoring Dataset
4. CVPR 2024LASA: Instance Reconstruction from Real Scans using A Large-scale Aligned Shape Annotation Dataset
5. CVPR 2024LUWA Dataset: Learning Lithic Use-Wear Analysis on Microscopic Images
6. CVPR 2024MAGICK: A Large-scale Captioned Dataset from Matting Generated Images using Chroma Keying
7. CVPR 2024MatSynth: A Modern PBR Materials Dataset
8. CVPR 2024MSU-4S - The Michigan State University Four Seasons Dataset
9. CVPR 2024Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning
10. CVPR 2024SubT-MRS Dataset: Pushing SLAM Towards All-weather Environments
11. CVPR 2024TUMTraf V2X Cooperative Perception Dataset
12. ICLR 2024Data Debugging with Shapley Importance over Machine Learning Pipelines
13. ICLR 2024Data Filtering Networks
14. ICLR 2024Embarrassingly Simple Dataset Distillation
15. ICLR 2024Multisize Dataset Condensation
16. ICLR 2024Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on HuggingFace
17. ICLR 2024Self-Supervised Dataset Distillation for Transfer Learning
18. ICLR 2024Teaching Large Language Models to Self-Debug
19. ICLR 2024Towards Lossless Dataset Distillation via Difficulty-Aligned Trajectory Matching
20. ICLR 2024Training Unbiased Diffusion Models From Biased Dataset
21. ICML 2024Ameliorate Spurious Correlations in Dataset Condensation
22. ICML 2024DsDm: Model-Aware Dataset Selection with Datamodels
23. ICML 2024Memorization Through the Lens of Curvature of Loss Function Around Samples
24. ICML 2024Position: Measure Dataset Diversity, Don't Just Claim It
25. ICML 2024PruNeRF: Segment-Centric Dataset Pruning via 3D Spatial Consistency
26. ICML 2024SPADE: Sparsity-Guided Debugging for Deep Neural Networks
27. ICML 2024Trained Random Forests Completely Reveal your Dataset
28. ICML 2024What is Dataset Distillation Learning?
29. NeurIPS 2024A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective
30. NeurIPS 2024A Systematic Review of NeurIPS Dataset Management Practices
31. NeurIPS 2024Assemblage: Automatic Binary Dataset Construction for Machine Learning
32. NeurIPS 2024Building Timeseries Dataset: Empowering Large-Scale Building Analytics
33. NeurIPS 2024Copycats: the many lives of a publicly available medical imaging dataset
34. NeurIPS 2024Croissant: A Metadata Format for ML-Ready Datasets
35. NeurIPS 2024dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans
36. NeurIPS 2024Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities
37. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
38. NeurIPS 2024Nuclear Fusion Diamond Polishing Dataset
39. NeurIPS 2024OpenSatMap: A Fine-grained High-resolution Satellite Dataset for Large-scale Map Construction
40. NeurIPS 2024PROSPECT PTMs: Rich Labeled Tandem Mass Spectrometry Dataset of Modified Peptides for Machine Learning in Proteomics

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.