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

30 papers, page 1 of 1

1. CVPR 2023Accelerating Dataset Distillation via Model Augmentation
2. CVPR 2023ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D Data
3. CVPR 2023Backdoor Defense via Adaptively Splitting Poisoned Dataset
4. CVPR 2023FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction
5. CVPR 2023FLAG3D: A 3D Fitness Activity Dataset With Language Instruction
6. CVPR 2023Habitat-Matterport 3D Semantics Dataset
7. CVPR 2023Improved Distribution Matching for Dataset Condensation
8. CVPR 2023MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset
9. CVPR 2023Minimizing the Accumulated Trajectory Error To Improve Dataset Distillation
10. CVPR 2023OCELOT: Overlapped Cell on Tissue Dataset for Histopathology
11. CVPR 2023Slimmable Dataset Condensation
12. CVPR 2023Unlearnable Clusters: Towards Label-Agnostic Unlearnable Examples
13. ICLR 2023Concept-level Debugging of Part-Prototype Networks
14. ICLR 2023Dataset Pruning: Reducing Training Data by Examining Generalization Influence
15. ICLR 2023Metadata Archaeology: Unearthing Data Subsets by Leveraging Training Dynamics
16. ICLR 2023Mitigating Dataset Bias by Using Per-Sample Gradient
17. ICLR 2023Transferable Unlearnable Examples
18. ICML 2023Dataset Distillation with Convexified Implicit Gradients
19. ICML 2023Linear CNNs Discover the Statistical Structure of the Dataset Using Only the Most Dominant Frequencies
20. ICML 2023Why does Throwing Away Data Improve Worst-Group Error?
21. NeurIPS 2023A Dataset for Analyzing Streaming Media Performance over HTTP/3 Browsers
22. NeurIPS 2023Building Socio-culturally Inclusive Stereotype Resources with Community Engagement
23. NeurIPS 2023ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram
24. NeurIPS 2023Hyper-Skin: A Hyperspectral Dataset for Reconstructing Facial Skin-Spectra from RGB Images
25. NeurIPS 2023PopSign ASL v1.0: An Isolated American Sign Language Dataset Collected via Smartphones
26. NeurIPS 2023The Cambridge Law Corpus: A Dataset for Legal AI Research
27. NeurIPS 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data Only
28. NeurIPS 2023VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
29. NeurIPS 2023What Can We Learn from Unlearnable Datasets?
30. NeurIPS 2023You Only Condense Once: Two Rules for Pruning Condensed Datasets

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.