Wang Bomin's repositories
Awesome-Diffusion-Models
A collection of resources and papers on Diffusion Models and Score-based Models, a darkhorse in the field of Generative Models
Awesome-Information-Bottleneck
This is a curated list for Information Bottleneck Principle, in memory of Professor Naftali Tishby.
Awesome-Visual-Diffusion-Models
A collection of resources and papers on Visual Diffusion Models.
bayesian-torch
A library for Bayesian neural network layers and uncertainty estimation in Deep Learning extending the core of PyTorch
benchmark_VAE
Unifying Variational Autoencoder (VAE) implementations in Pytorch (NeurIPS 2022)
Best-Incremental-Learning
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
CL_Atom_Swapping
ICLR 2022 (Spolight): Continual Learning With Filter Atom Swapping
FL-bench
Benchmark of federated learning. Dedicated to the community. 🤗
Function-space-Inference-with-Sparse-Implicit-Processes
Development of IP code based on VIPs and AADM
GWI
Gaussian Wasserstein VI
LSSAE
The official implementation of paper "Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder"
NeuralTangentKernel-Papers
Neural Tangent Kernel Papers
NIID-Bench
Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)
NPBCL
Bayesian Structure Adaptation for Continual Learning. A non-parametric Bayesian approach on continual learning that learns the sparse deep substructure for each task by selecting weights to be used by the deep neural network.
optML-pku
summer school materials
PFL-Non-IID
Personalized federated learning simulation platform with non-IID and unbalanced dataset
prml-1
Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop
psgd_torch
Pytorch implementation of preconditioned stochastic gradient descent
reproducible-continual-learning
Reproducing results from continual learning literature using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb and other popular CL strategies.
SGP
Official Code Repository for "Continual Learning with Scaled Gradient Projection".
SPPA
Pytorch implementation of: "Continual Semantic Segmentation via Structure Preserving and Projected Feature Alignment", ECCV22
TotalSegmentator
Tool for robust segmentation of 104 important anatomical structures in CT images
TRGP
[ICLR 2022] Official Code Repository for "TRGP: TRUST REGION GRADIENT PROJECTION FOR CONTINUAL LEARNING"
variational_continual_learning
Variational Continual Learning for discriminative models