Methods › General › Pruning › Dataset Pruning

Dataset Pruning

25 papers tagged archive 2025-07-28

Introduced by Shuo Yang et al. in Dataset Pruning: Reducing Training Data by Examining Generalization Influence

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Papers archive 2025-07-28

25 shown of 25, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Video-XL-Pro: Reconstructive Token Compression for Extremely Long Video Understanding
  24 Mar 2025 · 0 repositories · arXiv:2503.18478
• Training-Free Dataset Pruning for Instance Segmentation
  2 Mar 2025 · 1 repository · arXiv:2503.00828
  Syntology ran 4 of 8 samples · 4 unverified · 8 pointer-only (licence)
• Lightweight Dataset Pruning without Full Training via Example Difficulty and Prediction Uncertainty
  10 Feb 2025 · 1 repository · arXiv:2502.06905
• Swift Cross-Dataset Pruning: Enhancing Fine-Tuning Efficiency in Natural Language Understanding
  5 Jan 2025 · 1 repository · arXiv:2501.02432
• Video Set Distillation: Information Diversification and Temporal Densification
  28 Nov 2024 · 0 repositories · arXiv:2412.00111
• Data Lineage Inference: Uncovering Privacy Vulnerabilities of Dataset Pruning
  24 Nov 2024 · 0 repositories · arXiv:2411.15796
• SCAN: Bootstrapping Contrastive Pre-training for Data Efficiency
  14 Nov 2024 · 1 repository · arXiv:2411.09126
• GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
  17 Oct 2024 · 1 repository · arXiv:2410.13761
  Syntology ran 12 of 18 samples · 6 unverified · 18 pointer-only (licence)
• Generalized Group Data Attribution
  13 Oct 2024 · 0 repositories · arXiv:2410.09940
• SFPrompt: Communication-Efficient Split Federated Fine-Tuning for Large Pre-Trained Models over Resource-Limited Devices
  24 Jul 2024 · 0 repositories · arXiv:2407.17533
• Automatic Pruning of Fine-tuning Datasets for Transformer-based Language Models
  11 Jul 2024 · 1 repository · arXiv:2407.08887
• Federated Learning with a Single Shared Image
  18 Jun 2024 · 1 repository · arXiv:2406.12658
• PruNeRF: Segment-Centric Dataset Pruning via 3D Spatial Consistency
  2 Jun 2024 · 0 repositories · arXiv:2406.00798
• FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication
  24 Apr 2024 · 0 repositories · arXiv:2404.16123
• A Study in Dataset Pruning for Image Super-Resolution
  25 Mar 2024 · 0 repositories · arXiv:2403.17083
• Exploring Learning Complexity for Efficient Downstream Dataset Pruning
  8 Feb 2024 · 0 repositories · arXiv:2402.05356
• Dataset Difficulty and the Role of Inductive Bias
  3 Jan 2024 · 0 repositories · arXiv:2401.01867
• Not All Data Matters: An End-to-End Adaptive Dataset Pruning Framework for Enhancing Model Performance and Efficiency
  9 Dec 2023 · 0 repositories · arXiv:2312.05599
• Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning
  22 Nov 2023 · 1 repository · arXiv:2311.13613
  Syntology ran 6 of 11 samples · 5 unverified
• You Only Condense Once: Two Rules for Pruning Condensed Datasets
  21 Oct 2023 · 1 repository · arXiv:2310.14019
  Syntology ran 12 of 16 samples · 4 unverified · 16 pointer-only (licence)
• Sieve: Multimodal Dataset Pruning Using Image Captioning Models
  3 Oct 2023 · 1 repository · arXiv:2310.02110
  Syntology ran 2 of 2 samples · 0 unverified
• Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning
  21 Sep 2023 · 1 repository
• Large-scale Dataset Pruning with Dynamic Uncertainty
  8 Jun 2023 · 2 repositories · arXiv:2306.05175
  Syntology ran 5 of 11 samples · 6 unverified · 1 pointer-only (licence)
• CLIP: Train Faster with Less Data
  2 Dec 2022 · 0 repositories · arXiv:2212.01452
• Dataset Pruning: Reducing Training Data by Examining Generalization Influence
  19 May 2022 · 0 repositories · arXiv:2205.09329

Tasks archive 2025-07-28

20 shown of 32 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections