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fedrecattack

gan_pid

PID controller for GAN

ganmf

This is the repository for our paper "GAN-based Matrix Factorization for Recommender Systems" accepted at ACM/SIGAPP Symposium on Applied Computing (SAC '22).

glcn-tf

Graph Learning Convolution Network

gs-wgan

Official implementation of "GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators" (NeurIPS 2020)

gtn-sigir2022

Graph Trend Filtering Networks for Recommendations, SIGIR'2022

hgnn

Hyperbolic Graph Neural Networks

hrec

Heterogeneous Recommendation

hsic

Robust Learning with the Hilbert-Schmidt Independence Criterion

idgl

Code & data accompanying the NeurIPS 2020 paper "Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings".

irgan

IRGAN SIGIR paper experimental code

las-at

Code for LAS-AT: Adversarial Training with Learnable Attack Strategy (CVPR2022)

lightgcn

lightgcn-pytorch

The PyTorch implementation of LightGCN

mdd

Code released for ICML 2019 paper "Bridging Theory and Algorithm for Domain Adaptation".

msap

In this work, we extend the FGSM method proposing multistep adversarial perturbation (MSAP) procedures to study the recommenders’ robustness under powerful methods. Letting fixed the perturbation magnitude, we illustrate that MSAP is much more harmful than FGSM in corrupting the recommendation performance of BPR-MF.

ncl

[WWW22] Official PyTorch implementation for "Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning".

neural_collaborative_filtering

Neural Collaborative Filtering

opacus

Training PyTorch models with differential privacy

optimaltransportmodeling

The repository contains reproducible PyTorch source code of our paper Generative Modeling with Optimal Transport Maps, ICLR 2022.

ot-icnn

Learning the optimal transport map via input convex neural neworks

p3_wgan

Code to reproduce results in the paper 'Three-Player Wasserstein GAN via Amortised Duality', IJCAI 2019.

pidnet

This is the official repository for our recent work: PIDNet

private-ml-for-health

Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)

probabilistic-face-embeddings

(ICCV 2019) Uncertainty-aware Face Representation and Recognition

pytorch-irgan

PyTorch-IRGAN is a PyTorch version implementation of the item recommendation part of IRGAN.

remos_artifact

rohe

score_flow

Official code for "Maximum Likelihood Training of Score-Based Diffusion Models", NeurIPS 2021 (spotlight)

score_inverse_problems

Official repo for "Solving Inverse Problems in Medical Imaging with Score-Based Generative Models"