数据集调试论文趋势 2023–2026

主要结论

• 数据集调试论文从 2023 年的 30 篇降到 2026 年的 22 篇，热度在回落。
• NeurIPS 是发数据集调试论文最多的会议，2023–2026 年共 40 篇，占四个会议总量的 34%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 5 篇。
• 在「以数据为中心 AI」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的合成数据生成是 1.3 倍，数据集调试是 0.7 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• 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

全部数据集调试论文

共 119 篇，第 1 / 3 页

1. CVPR 2026Beyond Soft Label Dataset Distillation via Orthogonal Gradient Matching
2. CVPR 2026CHIRP dataset towards long-term individual-level behavioral monitoring of bird populations
3. CVPR 2026Dataset Distillation by Influence Matching
4. CVPR 2026DMGD Train-Free Dataset Distillation with Semantic-Distribution Matching in Diffusion Models
5. CVPR 2026Mitigating The Distribution Shift of Diffusion-based Dataset Distillation
6. CVPR 2026Rethinking Dataset Distillation Hard Truths about Soft Labels
7. ICLR 2026BANZ-FS: BANZSL Fingerspelling Dataset
8. ICLR 2026Diffusion Models as Dataset Distillation Priors
9. ICLR 2026Slicing Wasserstein over Wasserstein via Functional Optimal Transport
10. ICLR 2026Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces
11. ICML 2026Exploring 3D Dataset Pruning
12. ICML 2026Magnitude Distance: A Geometric Measure of Dataset Similarity
13. ICML 2026Set-Coupled Guidance: Set-Level Coordination in Diffusion-Based Dataset Distillation
14. NeurIPS 2026Can Folding Models Tell Binders from Bluffers? Evidence from POISK: The Patent-Derived Antibody Dataset
15. NeurIPS 2026CUDABeaver: Benchmarking LLM-Based Automated CUDA Debugging
16. NeurIPS 2026Dataset Distillation via Drifting
17. NeurIPS 2026ECLIPSE: A Spacecraft Rendezvous Trajectories Dataset with Controlled In-Orbit Lighting Conditions
18. NeurIPS 2026High Performance Differentially Private Fine-Tuning using Dataset Distillation
19. NeurIPS 2026LSC-Parlament: An Automatically Aligned Catalan Sign Language Dataset from Parliament Videos.
20. NeurIPS 2026OpenSanctions Pairs: A Large-Scale Dataset for Pairwise Entity Matching
21. NeurIPS 2026Precise Debugging Benchmark: Is Your Model Debugging or Regenerating?
22. NeurIPS 2026PULSE: A Synchronized Five-Modality Dataset for Sensorimotor Coordination in Long-Horizon Daily Activities
23. CVPR 2025Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation
24. CVPR 2025Dataset Distillation with Neural Characteristic Function: A Minmax Perspective
25. CVPR 2025DELT: A Simple Diversity-driven EarlyLate Training for Dataset Distillation
26. CVPR 2025Emphasizing Discriminative Features for Dataset Distillation in Complex Scenarios
27. CVPR 2025Enhancing Dataset Distillation via Non-Critical Region Refinement
28. CVPR 2025GazeGene: Large-scale Synthetic Gaze Dataset with 3D Eyeball Annotations
29. CVPR 2025GigaHands: A Massive Annotated Dataset of Bimanual Hand Activities
30. CVPR 2025HD-EPIC: A Highly-Detailed Egocentric Video Dataset
31. CVPR 2025OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation
32. CVPR 2025RAEncoder: A Label-Free Reversible Adversarial Examples Encoder for Dataset Intellectual Property Protection
33. ICLR 2025Distilling Dataset into Neural Field
34. ICLR 2025Equivariant Neural Functional Networks for Transformers
35. ICLR 2025MANTRA: The Manifold Triangulations Assemblage
36. ICLR 2025Simulating Training Dynamics to Reconstruct Training Data from Deep Neural Networks
37. ICLR 2025SWEb: A Large Web Dataset for the Scandinavian Languages
38. ICLR 2025Ward: Provable RAG Dataset Inference via LLM Watermarks
39. ICML 2025How Contaminated Is Your Benchmark? Measuring Dataset Leakage in Large Language Models with Kernel Divergence
40. ICML 2025Lightspeed Geometric Dataset Distance via Sliced Optimal Transport
41. NeurIPS 2025DataRater: Meta-Learned Dataset Curation
42. NeurIPS 2025Dataset Distillation of 3D Point Clouds via Distribution Matching
43. NeurIPS 2025DQVis Dataset: Natural Language to Biomedical Visualization
44. NeurIPS 2025Enhancing Sample Selection Against Label Noise by Cutting Mislabeled Easy Examples
45. NeurIPS 2025FairDD: Fair Dataset Distillation
46. NeurIPS 2025Hyperbolic Dataset Distillation
47. NeurIPS 2025InternScenes: A Large-scale Simulatable Indoor Scene Dataset with Realistic Layouts
48. NeurIPS 2025Merlin L48 Spectrogram Dataset
49. NeurIPS 2025Rectifying Soft-Label Entangled Bias in Long-Tailed Dataset Distillation
50. CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model

常见问题

2023–2026 年四大会议一共有多少篇数据集调试论文？

共 119 篇，按年份分别是 2023 年 30 篇、2024 年 40 篇、2025 年 27 篇、2026 年 22 篇。

NeurIPS 2026 有多少篇数据集调试论文？

NeurIPS 2026 有 9 篇数据集调试论文，上一届是 9 篇。

ICLR 2026 有多少篇数据集调试论文？

ICLR 2026 有 4 篇数据集调试论文，上一届是 6 篇。

ICML 2026 有多少篇数据集调试论文？

ICML 2026 有 3 篇数据集调试论文，上一届是 2 篇。

CVPR 2026 有多少篇数据集调试论文？

CVPR 2026 有 6 篇数据集调试论文，上一届是 10 篇。

哪个会议的数据集调试论文最多？

NeurIPS，2023–2026 年共 40 篇。