yoonholee

nfn

NF-Layers for constructing neural functionals.

dataset-interfaces

Dataset Interfaces: Diagnosing Model Failures Using Controllable Counterfactual Generation

detect-gpt

DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature

CS330-FinalProject

TaskDiscovery

torchinfo

View model summaries in PyTorch!

collages-dataset

Vendi-Score

ContinualTrajectoryShifting

Pytorch implementation of "Large-Scale Meta-Learning with Continual Trajectory Shifting" (ICML 2021)

dabs

A Domain-Agnostic Benchmark for Self-Supervised Learning

vicreg

VICReg official code base

metadata_archaeology

Official code for the paper: "Metadata Archaeology"

G.pt

Official PyTorch Implementation of "Learning to Learn with Generative Models of Neural Network Checkpoints"

BPC-Divergences

Wild-Time

Benchmark for Natural Temporal Distribution Shift (NeurIPS 2022)

H-Divergence

betty

Betty: an automatic differentiation library for generalized meta-learning and multilevel optimization

enn

cheatsheets

Official Matplotlib cheat sheets

transfer_learning

Framework code with wandb, checkpointing, logging, configs, experimental protocols. Useful for fine-tuning models or training from scratch, and testing them on a variety of datasets (transfer learning)

robustbench

RobustBench: a standardized adversarial robustness benchmark [NeurIPS'21 Benchmarks and Datasets Track]

deep_feature_reweighting

memo

data-centric-ai

Resources for Data Centric AI

neural-function-distributions

Pytorch implementation of Generative Models as Distributions of Functions 🌿

wilds

A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.

jtt

Code for "Just Train Twice: Improving Group Robustness without Training Group Information"

mindall-e

PyTorch implementation of a 1.3B text-to-image generation model trained on 14 million image-text pairs

memory-efficient-maml

Memory efficient MAML using gradient checkpointing

mujoco

Multi-Joint dynamics with Contact. A general purpose physics simulator.