MadryLab / trak
A fast, effective data attribution method for neural networks in PyTorch
☆192Updated 3 months ago
Alternatives and similar repositories for trak:
Users that are interested in trak are comparing it to the libraries listed below
- AI Logging for Interpretability and Explainability🔬☆104Updated 8 months ago
- ☆60Updated 3 years ago
- Influence Analysis and Estimation - Survey, Papers, and Taxonomy☆69Updated 11 months ago
- ☆64Updated 2 years ago
- A simple PyTorch implementation of influence functions.☆84Updated 8 months ago
- Influence Functions with (Eigenvalue-corrected) Kronecker-Factored Approximate Curvature☆133Updated 6 months ago
- Data for "Datamodels: Predicting Predictions with Training Data"☆95Updated last year
- `dattri` is a PyTorch library for developing, benchmarking, and deploying efficient data attribution algorithms.☆62Updated last week
- DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models (ICLR 2024)☆62Updated 4 months ago
- Conformal Language Modeling☆28Updated last year
- Experiments and code to generate the GINC small-scale in-context learning dataset from "An Explanation for In-context Learning as Implici…☆103Updated last year
- Framework code with wandb, checkpointing, logging, configs, experimental protocols. Useful for fine-tuning models or training from scratc…☆148Updated 2 years ago
- ☆86Updated last week
- Source code of "Task arithmetic in the tangent space: Improved editing of pre-trained models".☆95Updated last year
- Efficient empirical NTKs in PyTorch☆18Updated 2 years ago
- Official repository for CMU Machine Learning Department's 10732: Robustness and Adaptivity in Shifting Environments☆73Updated 2 years ago
- ☆211Updated 9 months ago
- ☆28Updated last year
- ☆46Updated last year
- Using sparse coding to find distributed representations used by neural networks.☆213Updated last year
- ☆154Updated 2 months ago
- ☆151Updated this week
- A toolkit for quantitative evaluation of data attribution methods.☆39Updated this week
- ☆89Updated last year
- Sparse probing paper full code.☆53Updated last year
- Distributionally robust neural networks for group shifts☆257Updated 2 years ago
- ☆52Updated last year
- ☆87Updated last year
- This repository contains the code of the distribution shift framework presented in A Fine-Grained Analysis on Distribution Shift (Wiles e…☆82Updated 3 months ago
- ☆205Updated 4 months ago