Popular GitHub Repositories for Bpr

This is the repository of our article published in RecSys 2019 "Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches" and of several follow-up studies.

矩阵分解(BPRMF) + 知识图谱表示学习(TransR) 构建的推荐系统

Repository for PAI-BPR a state of the art Fashion recommendation system capturing user personal preference and attribute interpretability

A personality-aware group recommendation system based on pairwise preferences

基于 pytorch 复现了 Causal Intervention for Leveraging Popularity Bias in Recommendation 中的提到的 Popularity-bias Deconfounding (PD) 和 Popularity-bias Deconfounding and Adjusting (PDA) 方法

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.

pl-bpr is experimental code for comparing Bayesian personalization ranking and Matrix factorization, implemented in Pytorch-lightning.

BSI-PT algorithm in the paper "Opponent Exploitation Based on Bayesian Strategy Inference and Policy Tracking"