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
16 papers, page 1 of 1
- ICML 2026Exploring 3D Dataset Pruning
- ICML 2026Magnitude Distance: A Geometric Measure of Dataset Similarity
- ICML 2026Set-Coupled Guidance: Set-Level Coordination in Diffusion-Based Dataset Distillation
- 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
- ICML 2024Ameliorate Spurious Correlations in Dataset Condensation
- ICML 2024DsDm: Model-Aware Dataset Selection with Datamodels
- ICML 2024Memorization Through the Lens of Curvature of Loss Function Around Samples
- ICML 2024Position: Measure Dataset Diversity, Don't Just Claim It
- ICML 2024PruNeRF: Segment-Centric Dataset Pruning via 3D Spatial Consistency
- ICML 2024SPADE: Sparsity-Guided Debugging for Deep Neural Networks
- ICML 2024Trained Random Forests Completely Reveal your Dataset
- ICML 2024What is Dataset Distillation Learning?
- 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?
Ask about this trend from Claude or Cursor
Connect the Paperlist MCP and your assistant can pull the numbers on this page while you draft a survey, pick a direction or plan a submission: papers per year and venue, growth, the fastest-rising sub-themes and representative papers, shaped around your question.
Copy this prompt into your assistant
Use paperlist to show how Dataset Debugging papers grew at NeurIPS from 2023 to 2026, and which year jumped the most.
Tool the assistant calls: get_topic_stats {"topic": "dataset-debugging"}
Set up Paperlist MCP in two minutes (Claude Code, Cursor, Codex, ChatGPT)
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.