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Achievements

Achievement: YOLOAchievement: Starstruckx2Achievement: Pull Sharkx2Achievement: Arctic Code Vault Contributor

Achievements

Achievement: YOLOAchievement: Starstruckx2Achievement: Pull Sharkx2Achievement: Arctic Code Vault Contributor

Organizations

@deezer @ComplexCity @KiboRyoku

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GuillaumeSalhaGalvan/README.md

Hi there! 👋 🎵

Welcome to my GitHub profile.

This space offers a glimpse into some of the projects I've worked on in recent years.

Most notably, you will find recommender system projects related to my recent role as a Research Scientist and Coordinator for Music Recommendation for the French music streaming service Deezer. Several older repositories also provide access to code and data from my doctoral research on representation learning with graph autoencoders (node embedding, link prediction, community detection, etc) applied to music information retrieval and recommendation problems.

I invite you to visit my website for a complete list of my publications, with direct links to GitHub repositories and related resources for each of them.

I will soon start a new role as Associate Professor in Machine Learning at SJTU.

I am always looking for professionals with common interests to learn and share experience, so feel free to reach out!

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  1. deezer/linear_graph_autoencoders deezer/linear_graph_autoencoders Public

    Source code from the NeurIPS 2019 workshop article "Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks" (G. Salha, R. Hennequin, M. Vazirgiannis) + k-core framework implementat…

    Python 133 14

  2. deezer/gravity_graph_autoencoders deezer/gravity_graph_autoencoders Public

    Source code from the CIKM 2019 article "Gravity-Inspired Graph Autoencoders for Directed Link Prediction" by G. Salha, S. Limnios, R. Hennequin, V.A. Tran and M. Vazirgiannis

    Python 46 10

  3. deezer/carousel_bandits deezer/carousel_bandits Public

    Source code and data from the RecSys 2020 article "Carousel Personalization in Music Streaming Apps with Contextual Bandits" by W. Bendada, G. Salha and T. Bontempelli

    Python 57 11

  4. pyg-team/pytorch_geometric pyg-team/pytorch_geometric Public

    Graph Neural Network Library for PyTorch

    Python 22.7k 3.9k

  5. deezer/semi_perso_user_cold_start deezer/semi_perso_user_cold_start Public

    Source code from the KDD 2021 article "A Semi-Personalized System for User Cold Start Recommendation on Music Streaming Apps" by L. Briand, G. Salha-Galvan, W. Bendada, M. Morlon and V.A. Tran

    Python 51 9

  6. deezer/fastgae deezer/fastgae Public

    Source code from the article "FastGAE: Scalable Graph Autoencoders with Stochastic Subgraph Decoding" by G. Salha, R. Hennequin, J.B. Remy, M. Moussallam and M. Vazirgiannis (2020)

    Python 27 6