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auditing-dpsgd

Code for Auditing DPSGD

beta_shapley

Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)

cbig

cmu-10715

colab_for_alpaca_lora

Here is a Google Colab Notebook for fine-tuning Alpaca Lora (within 3 hours with a 40GB A100 GPU)

computational-algebraic-geometry

datashapley

Data Shapley: Equitable Valuation of Data for Machine Learning

distributionalshapley

Distributional Shapley: A Distributional Framework for Data Valuation

dp-lpft-torch

dp-randp

Code for "Differentially Private Image Classification by Learning Priors from Random Processes"

dplr

Differentially Private Linear Regresssion

familytutorialexample

fast-differential-privacy

fast_dist_shapley

Efficient Computation and Analysis of Distributional Shapley Values (AISTATS 2021)

fl-non-iid-experiment-37

gfdynamics

Code used for "Gradient flow dynamics of shallow ReLU networks for square loss and orthogonal inputs"

glasser360

360-node volumetric atlas derived from the multimodal parcellation from Glasser and colleagues

gpt-learns-to-read

gradient_correlations

Code and data for Katsumi et al., in press, "Correspondence of functional connectivity gradients across human isocortex, cerebellum, and hippocampus".

imagenet-sample-images

1000 images, one per image-net class. For easy visualization/exploration of classes.

jax_privacy

Algorithms for Privacy-Preserving Machine Learning in JAX

kang-2024-examples-concepts

Code for Kang & Toyoizumi, "Distinguishing examples while building concepts in hippocampal and artificial networks," bioRxiv (2023)

label-dp

leap

Official codebase for LEAP: Planning with Goal Conditioned Policies

learning_with_noise

Learning to See by Looking at Noise

lifelong_changing_actions

llm-valplan

llms-planning

An extensible benchmark for evaluating large language models on planning

lora-vit

Low rank adaptation for Vision Transformer

m2

Repo for "Monarch Mixer: A Simple Sub-Quadratic GEMM-Based Architecture"