Small Dataset Benchmarks on the Dataset of Datasets UCI++

The implementation of "End-to-End Multi-Task Learning with Attention" [CVPR 2019].

A collection of extensions and data-loaders for few-shot learning & meta-learning in PyTorch

Graph Machine Learning course, Xavier Bresson, 2023

Open source code for paper "Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere" ICML 2020

This repository is a curated collection of the most exciting and influential CVPR 2023 papers. 🔥 [Paper + Code]

Open-Sora: Democratizing Efficient Video Production for All

Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切：论文、代码、框架与库

Lightweight, useful implementation of conformal prediction on real data.

Pytorch implementation of conditional generative adversarial network (cGAN) using DCGAN architecture for generating 32x32 images of MNIST, SVHN, FashionMNIST, and USPS datasets.

A resource for learning about Machine learning & Deep Learning

For building quantum neural networks in Qiskit and integrating with PyTorch

Code for Quantum Self-Supervised Learning

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

PyTorch implementations of `BatchSampler` that under/over sample according to a chosen parameter alpha, in order to create a balanced training distribution.

Outfit Anyone: Ultra-high quality virtual try-on for Any Clothing and Any Person

Pytorch implementation of paper 'GraphSMOTE: Imbalanced Node Classification on Graphs with Graph Neural Networks' to appear on WSDM2021

Gaussian mixture models in PyTorch.

Mamba SSM architecture

Effective Data Augmentation With Diffusion Models

Local Temperature Scaling for Probability Calibration

XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification

The repo for studying and sharing diffusion models.

A mix of GAN implementations including progressive growing

CVPR 2022 - official implementation for "Long-Tailed Recognition via Weight Balancing" https://arxiv.org/abs/2203.14197