DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models (ICLR 2024)
☆81Oct 3, 2024Updated last year
Alternatives and similar repositories for DataInf
Users that are interested in DataInf are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- `dattri` is a PyTorch library for developing, benchmarking, and deploying efficient data attribution algorithms.☆123Mar 24, 2026Updated 2 months ago
- Influence Analysis and Estimation - Survey, Papers, and Taxonomy☆88Feb 27, 2024Updated 2 years ago
- AI Logging for Interpretability and Explainability🔬☆145Jun 7, 2024Updated 2 years ago
- Code for "Tracing Knowledge in Language Models Back to the Training Data"☆40Dec 27, 2022Updated 3 years ago
- ☆33Feb 11, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Influence Functions with (Eigenvalue-corrected) Kronecker-Factored Approximate Curvature☆195May 23, 2026Updated 2 weeks ago
- A simple and efficient baseline for data attribution☆11Nov 10, 2023Updated 2 years ago
- Intriguing Properties of Data Attribution on Diffusion Models (ICLR 2024)☆39Jan 23, 2024Updated 2 years ago
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆146Apr 13, 2026Updated last month
- Implementation of Estimating Training Data Influence by Tracing Gradient Descent (NeurIPS 2020)☆240Feb 14, 2022Updated 4 years ago
- Official Code Repository for [AutoScale📈: Scale-Aware Data Mixing for Pre-Training LLMs] Published as a conference paper at **COLM 2025*…☆14Aug 8, 2025Updated 10 months ago
- A simple Jax implementation of influence functions.☆21Apr 9, 2024Updated 2 years ago
- Code for the paper "The Journey, Not the Destination: How Data Guides Diffusion Models"☆25Dec 12, 2023Updated 2 years ago
- Time series data contribution via influence functions☆17Jan 18, 2025Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Code for safety test in "Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates"☆22Sep 21, 2025Updated 8 months ago
- This is a PyTorch reimplementation of Influence Functions from the ICML2017 best paper: Understanding Black-box Predictions via Influence…☆347Oct 29, 2023Updated 2 years ago
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆101Feb 4, 2025Updated last year
- Code for NeurIPS'23 paper "A Bayesian Approach To Analysing Training Data Attribution In Deep Learning"☆17Jan 12, 2024Updated 2 years ago
- ☆18Mar 1, 2022Updated 4 years ago
- Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value (ICML 2023)☆21Jul 26, 2023Updated 2 years ago
- Scalable data valuation using optimal transport (ICLR 2025)☆13Jul 15, 2025Updated 10 months ago
- ☆11May 11, 2022Updated 4 years ago
- Repo - Paper "Capturing Semantics for Imputation with Pre-trained Language Models." [ICDE 2021]☆10Mar 13, 2022Updated 4 years 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.
- ☆62Jun 8, 2021Updated 5 years ago
- This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).☆54Jun 5, 2024Updated 2 years ago
- [ICML 2024] DPZero: Private Fine-Tuning of Language Models without Backpropagation☆17Sep 4, 2024Updated last year
- 👋 Influenciae is a Tensorflow Toolbox for Influence Functions☆66May 20, 2026Updated 3 weeks ago
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆143Feb 20, 2025Updated last year
- Official repo for the paper "Bilinear MLPs enable weight-based mechanistic interpretability".☆41Jun 2, 2026Updated last week
- RapidIn: Scalable Influence Estimation for Large Language Models (LLMs). The implementation for paper "Token-wise Influential Training Da…☆21Mar 10, 2026Updated 2 months ago
- Official repository for MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models [NeurIPS 2024]☆79Nov 14, 2024Updated last year
- Minimal (truly) muP implementation, consistent with TP4 and TP5 papers notation☆14Jan 2, 2026Updated 5 months 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.
- Influence Estimation for Gradient-Boosted Decision Trees☆29May 27, 2024Updated 2 years ago
- ☆32May 24, 2023Updated 3 years ago
- A Survey on Data Selection for Language Models☆261Apr 29, 2025Updated last year
- The source code of the Sudowoodo paper in ICDE 2023☆19May 24, 2023Updated 3 years ago
- A toolkit for quantitative evaluation of data attribution methods.☆60May 11, 2026Updated 3 weeks ago
- [EMNLP-2022 Findings] Code for paper “ProGen: Progressive Zero-shot Dataset Generation via In-context Feedback”.☆27Feb 4, 2023Updated 3 years ago
- Official Implementation of Unweighted Data Subsampling via Influence Function - AAAI 2020☆64Apr 14, 2021Updated 5 years ago