Beomsu Kim

Understanding-NN. Tensorflow tutorial for various Deep Neural Network visualization techniques

GCTM. Official PyTorch implementation of "Generalized Consistency Trajectory Models for Image Manipulation"

Rectified-Gradient. Official repository for "Why are Saliency Maps Noisy? Cause of and Solution to Noisy Saliency Maps".

DMCMC. Official PyTorch implementation of "Denoising MCMC for Accelerating Diffusion-Based Generative Models", ICML 2023 Oral Paper

Robustness-and-Interpretability. Official repository for "Bridging Adversarial Robustness and Gradient Interpretability".

EBCLR. Official PyTorch implementation of "Energy-Based Contrastive Learning of Visual Representations", NeurIPS 2022 Oral Paper

Paper-Review. Reviews of papers on ML, DL, Statistics, Optimization, etc.

AYT. Official PyTorch implementation of "Align Your Tangent: Training Better Consistency Models via Manifold-Aligned Tangents"

MemN2N-Tensorflow. Implementation of End-To-End Memory Networks with Tensorflow for bAbI Dataset

Generative-Adversarial-Text-to-Image-Synthesis-Tensorflow. Tensorflow implementation of Generative Adversarial Text to Image Synthesis for MNIST handwritten digit dataset

object-detection-api-wrapper. Simple wrapper for Google Object Detection API

InfoGAN-Tensorflow. Implementation of InfoGAN in Tensorflow for MNIST handwritten digit dataset

Gaussian-Process. Numpy implementation of "Gaussian Processes for Machine Learning", Chapters 2.1 and 2.2

LSTM. MATLAB

HMM. A java library for Hidden Markov Models

Annotated_MNIST. Thickness and skew labeler for MNIST handwritten digit dataset

Tensorflow-Graph-Utils. Simple module for visualizing and editing Tensorflow Graphs in Jupyter Notebook

stackGAN-Tensorflow. Tensorflow implementation of Generative Adversarial Network for MNIST handwritten digit dataset