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:
- ☆66Jan 13, 2022Updated 4 years ago
- AI Logging for Interpretability and Explainability🔬☆146Jun 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
- Influence Functions with (Eigenvalue-corrected) Kronecker-Factored Approximate Curvature☆196May 23, 2026Updated last month
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- A simple PyTorch implementation of influence functions.☆96Jun 17, 2024Updated 2 years 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
- Papers about training data quality management for ML models.☆124Jun 13, 2026Updated 2 weeks ago
- 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
- Code for safety test in "Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates"☆22Sep 21, 2025Updated 9 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- 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 for "Datamodels: Predicting Predictions with Training Data"☆97May 25, 2023Updated 3 years ago
- ☆64Apr 25, 2020Updated 6 years ago
- Scalable data valuation using optimal transport (ICLR 2025)☆13Jul 15, 2025Updated 11 months ago
- ☆62Jun 8, 2021Updated 5 years ago
- Fortifying Toxic Speech Detectors Against Veiled Toxicity☆11Oct 21, 2020Updated 5 years ago
- This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).☆55Jun 5, 2024Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- [ICML 2024] DPZero: Private Fine-Tuning of Language Models without Backpropagation☆17Sep 4, 2024Updated last year
- Official repo for the paper "Bilinear MLPs enable weight-based mechanistic interpretability".☆41Jun 2, 2026Updated 3 weeks ago
- RapidIn: Scalable Influence Estimation for Large Language Models (LLMs). The implementation for paper "Token-wise Influential Training Da…☆21Mar 10, 2026Updated 3 months ago
- Official repository for MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models [NeurIPS 2024]☆80Nov 14, 2024Updated last year
- ☆32May 24, 2023Updated 3 years ago
- A toolkit for quantitative evaluation of data attribution methods.☆60May 11, 2026Updated last month
- Official Implementation of Unweighted Data Subsampling via Influence Function - AAAI 2020☆64Apr 14, 2021Updated 5 years ago
- Code for the paper "Data Attribution for Text-to-Image Models by Unlearning Synthesized Images."☆17May 23, 2025Updated last year
- ☆18Aug 19, 2024Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- This is an official repository for "Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources" (…☆14Oct 26, 2023Updated 2 years ago
- Using sparse coding to find distributed representations used by neural networks.☆307Nov 10, 2023Updated 2 years ago
- ☆20Mar 23, 2025Updated last year
- Simple and scalable tools for data-driven pretraining data selection.☆29Jun 9, 2025Updated last year
- This repo contains code for paper: "Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach".☆25Oct 21, 2024Updated last year
- A Survey of Attributions for Large Language Models☆228Jan 14, 2026Updated 5 months ago
- Unofficial implementation of Chain of Hindsight (https://arxiv.org/abs/2302.02676) using pytorch and huggingface Trainers.☆11Apr 5, 2023Updated 3 years ago