Papers about training data quality management for ML models.
☆126Jun 13, 2026Updated last month
Alternatives and similar repositories for awesome-ml-data-quality-papers
Users that are interested in awesome-ml-data-quality-papers are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This is an official repository for "Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources" (…☆14Oct 26, 2023Updated 2 years ago
- Official repository for MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models [NeurIPS 2024]☆80Nov 14, 2024Updated last year
- [NeurIPS-2023] The PyTorch Implementation of MoSo. The algorithms are based on our paper: "Data Pruning via Moving-one-Sample-out". MoSo …☆10May 21, 2026Updated 2 months ago
- DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models (ICLR 2024)☆82Oct 3, 2024Updated last year
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆143Feb 20, 2025Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Influence Analysis and Estimation - Survey, Papers, and Taxonomy☆90Feb 27, 2024Updated 2 years ago
- A Survey on Data Selection for Language Models☆261Apr 29, 2025Updated last year
- Code for paper: “What Data Benefits My Classifier?” Enhancing Model Performance and Interpretability through Influence-Based Data Selecti…☆23May 17, 2024Updated 2 years ago
- ☆44Oct 13, 2023Updated 2 years ago
- ☆11Sep 6, 2024Updated last year
- [NeurIPS 2024 Spotlight] Official Code of the paper "Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Foreca…☆16Dec 24, 2024Updated last year
- Less is More: High-value Data Selection for Visual Instruction Tuning☆20Jan 18, 2025Updated last year
- This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).☆54Jun 5, 2024Updated 2 years ago
- PostgreSQL extension for supporting deep learning model inference within the database and vector storage☆63Sep 29, 2025Updated 10 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- `dattri` is a PyTorch library for developing, benchmarking, and deploying efficient data attribution algorithms.☆124Mar 24, 2026Updated 4 months ago
- Metrics for "Beyond neural scaling laws: beating power law scaling via data pruning " (NeurIPS 2022 Outstanding Paper Award)☆58Apr 24, 2023Updated 3 years ago
- Implementation of TSDS: Data Selection for Task-Specific Model Finetuning. An optimal-transport framework for selecting domain-specific a…☆19Dec 25, 2024Updated last year
- The official implementation of AAAI'24 paper: Self-Interpretable Graph Learning with Sufficient and Necessary Explanations.☆16Jan 29, 2024Updated 2 years ago
- Official code repository for our accepted work "Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning" in NeurI…☆28Sep 28, 2024Updated last year
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆101Feb 4, 2025Updated last year
- The official implementation of paper "Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning" (CVPR …☆21Aug 20, 2024Updated last year
- [NeurIPS2023] "Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning" by Yihua Zhang*, Yimeng Zhang*,…☆14Oct 12, 2023Updated 2 years ago
- Code for "Tracing Knowledge in Language Models Back to the Training Data"☆40Dec 27, 2022Updated 3 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- AI Logging for Interpretability and Explainability🔬☆147Jun 7, 2024Updated 2 years ago
- ☆53Jan 24, 2024Updated 2 years ago
- This repository contains a list of papers on spatio-temporal graph, especially about GNNs on S-T graph.☆18Sep 8, 2023Updated 2 years ago
- Official code implementation of "GEX: A flexible method for approximating influence via Geometric Ensemble" (NeurIPS 2023)☆14Jan 3, 2024Updated 2 years ago
- Data distillation benchmark☆73Jun 13, 2025Updated last year
- An implementation of SEAL: Safety-Enhanced Aligned LLM fine-tuning via bilevel data selection.☆24Feb 20, 2025Updated last year
- Organize the Web: Constructing Domains Enhances Pre-Training Data Curation☆83May 2, 2025Updated last year
- Implementation of Gradient Information Optimization (GIO) for effective and scalable training data selection☆14Jun 22, 2023Updated 3 years ago
- The repository contains code for Adaptive Data Optimization☆37Dec 9, 2024Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- code for EMNLP 2024 paper: Neuron-Level Knowledge Attribution in Large Language Models☆52Nov 17, 2024Updated last year
- DSIR large-scale data selection framework for language model training☆275Apr 7, 2024Updated 2 years ago
- [ICML 2024] Selecting High-Quality Data for Training Language Models☆204Dec 8, 2025Updated 7 months ago
- ☆66Jan 13, 2022Updated 4 years ago
- Existing literature about training-data analysis.☆17Dec 17, 2021Updated 4 years ago
- Dataset pruning for ImageNet and LAION-2B.☆80Jul 5, 2024Updated 2 years ago
- [ICLR 2025] 🧬 RegMix: Data Mixture as Regression for Language Model Pre-training (Spotlight)☆195Feb 17, 2025Updated last year