Dataset Debugging papers, 2023–2026
Mislabeled examples
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 119 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 10 | 5 | 3 | 12 | 30 |
| 2024 | 12 | 9 | 8 | 11 | 40 |
| 2025 | 9 | 6 | 2 | 10 | 27 |
| 2026 | 9 | 4 | 3 | 6 | 22 |
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
27 papers, page 1 of 1
- CVPR 2025Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation
- CVPR 2025Dataset Distillation with Neural Characteristic Function: A Minmax Perspective
- CVPR 2025DELT: A Simple Diversity-driven EarlyLate Training for Dataset Distillation
- CVPR 2025Emphasizing Discriminative Features for Dataset Distillation in Complex Scenarios
- CVPR 2025Enhancing Dataset Distillation via Non-Critical Region Refinement
- CVPR 2025GazeGene: Large-scale Synthetic Gaze Dataset with 3D Eyeball Annotations
- CVPR 2025GigaHands: A Massive Annotated Dataset of Bimanual Hand Activities
- CVPR 2025HD-EPIC: A Highly-Detailed Egocentric Video Dataset
- CVPR 2025OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation
- CVPR 2025RAEncoder: A Label-Free Reversible Adversarial Examples Encoder for Dataset Intellectual Property Protection
- ICLR 2025Distilling Dataset into Neural Field
- ICLR 2025Equivariant Neural Functional Networks for Transformers
- ICLR 2025MANTRA: The Manifold Triangulations Assemblage
- ICLR 2025Simulating Training Dynamics to Reconstruct Training Data from Deep Neural Networks
- ICLR 2025SWEb: A Large Web Dataset for the Scandinavian Languages
- ICLR 2025Ward: Provable RAG Dataset Inference via LLM Watermarks
- ICML 2025How Contaminated Is Your Benchmark? Measuring Dataset Leakage in Large Language Models with Kernel Divergence
- ICML 2025Lightspeed Geometric Dataset Distance via Sliced Optimal Transport
- NeurIPS 2025DataRater: Meta-Learned Dataset Curation
- NeurIPS 2025Dataset Distillation of 3D Point Clouds via Distribution Matching
- NeurIPS 2025DQVis Dataset: Natural Language to Biomedical Visualization
- NeurIPS 2025Enhancing Sample Selection Against Label Noise by Cutting Mislabeled Easy Examples
- NeurIPS 2025FairDD: Fair Dataset Distillation
- NeurIPS 2025Hyperbolic Dataset Distillation
- NeurIPS 2025InternScenes: A Large-scale Simulatable Indoor Scene Dataset with Realistic Layouts
- NeurIPS 2025Merlin L48 Spectrogram Dataset
- NeurIPS 2025Rectifying Soft-Label Entangled Bias in Long-Tailed Dataset Distillation
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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.