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

12 papers, page 1 of 1

1. NeurIPS 2024A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective
2. NeurIPS 2024A Systematic Review of NeurIPS Dataset Management Practices
3. NeurIPS 2024Assemblage: Automatic Binary Dataset Construction for Machine Learning
4. NeurIPS 2024Building Timeseries Dataset: Empowering Large-Scale Building Analytics
5. NeurIPS 2024Copycats: the many lives of a publicly available medical imaging dataset
6. NeurIPS 2024Croissant: A Metadata Format for ML-Ready Datasets
7. NeurIPS 2024dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans
8. NeurIPS 2024Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income Communities
9. NeurIPS 2024LLM Dataset Inference: Did you train on my dataset?
10. NeurIPS 2024Nuclear Fusion Diamond Polishing Dataset
11. NeurIPS 2024OpenSatMap: A Fine-grained High-resolution Satellite Dataset for Large-scale Map Construction
12. 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.