sungyubkim

MINE-Mutual-Information-Neural-Estimation-

A pytorch implementation of MINE(Mutual Information Neural Estimation)

Deep_RL_with_pytorch

A pytorch tutorial for DRL(Deep Reinforcement Learning)

GBML

A collection of Gradient-Based Meta-Learning Algorithms with pytorch

gex

Official code implementation of "GEX: A flexible method for approximating influence via Geometric Ensemble" (NeurIPS 2023)

hands_on_jax

Simple codes for JAX in practice

ai502-ta-session

Jupyter notebook used in TA session for AI 502 (Deep Learning)

connectivity-tangent-kernel

Official code implementation of "Scale-invariant Bayesian Neural Networks with Connectivity Tangent Kernel" (ICLR 2023 Spotlighted)

if_classic

A brief notebook on Influence Function (IF) for classical generative models (e.g., k-NN, KDE, GMM)

GP-Works

A brief visualization of how GP(Gradient Penalty) for GAN works

example

example

maml-pytorch

A pytorch implementation of Model Agnostic Meta-Learning (MAML)

mnc

Monitor and Click "NEXT"

sungyubkim.github.io

Github blog

active-bayesian-coresets

BatchBALD

Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning.

BicycleGAN

Toward Multimodal Image-to-Image Translation

ChebyKAN

Kolmogorov-Arnold Networks (KAN) using Chebyshev polynomials instead of B-splines.

cifar_jax

A simple implementation of CIFAR training with JAX.

DPP-Batch-Active-Learning

gold

Mining GOLD Samples for Conditional GANs (NeurIPS 2019)

jax-resnet

Implementations and checkpoints for ResNet, Wide ResNet, ResNeXt, ResNet-D, and ResNeSt in JAX (Flax).

KAIST-AI-LAB-20190724

Learning_to_Learn_via_Self-Critique

The original code for the paper "Learning to Learn via Self-Critique".

per

Prioritized Experience Replay (PER) implementation in PyTorch

pytorch-CycleGAN-and-pix2pix

Image-to-Image Translation in PyTorch

sam

SupContrast

PyTorch implementation of "Supervised Contrastive Learning" (and SimCLR incidentally)

torchlars

A LARS implementation in PyTorch

vqave-jax

WideResNet-pytorch

Wide Residual Networks (WideResNets) in PyTorch