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
119 papers, page 3 of 3
- CVPR 2023Unlearnable Clusters: Towards Label-Agnostic Unlearnable Examples
- ICLR 2023Concept-level Debugging of Part-Prototype Networks
- ICLR 2023Dataset Pruning: Reducing Training Data by Examining Generalization Influence
- ICLR 2023Metadata Archaeology: Unearthing Data Subsets by Leveraging Training Dynamics
- ICLR 2023Mitigating Dataset Bias by Using Per-Sample Gradient
- ICLR 2023Transferable Unlearnable Examples
- ICML 2023Dataset Distillation with Convexified Implicit Gradients
- ICML 2023Linear CNNs Discover the Statistical Structure of the Dataset Using Only the Most Dominant Frequencies
- ICML 2023Why does Throwing Away Data Improve Worst-Group Error?
- NeurIPS 2023A Dataset for Analyzing Streaming Media Performance over HTTP/3 Browsers
- NeurIPS 2023Building Socio-culturally Inclusive Stereotype Resources with Community Engagement
- NeurIPS 2023ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram
- NeurIPS 2023Hyper-Skin: A Hyperspectral Dataset for Reconstructing Facial Skin-Spectra from RGB Images
- NeurIPS 2023PopSign ASL v1.0: An Isolated American Sign Language Dataset Collected via Smartphones
- NeurIPS 2023The Cambridge Law Corpus: A Dataset for Legal AI Research
- NeurIPS 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data Only
- NeurIPS 2023VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
- NeurIPS 2023What Can We Learn from Unlearnable Datasets?
- NeurIPS 2023You Only Condense Once: Two Rules for Pruning Condensed Datasets
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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.