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@deezer @ComplexCity @KiboRyoku

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Hi there!

Welcome to my GitHub profile.

I am Guillaume, from France. I am an Associate Professor at Shanghai Jiao Tong University (SJTU). I am a faculty member of the SJTU Paris Elite Institute of Technology, an international research and teaching institute established at SJTU in partnership with four leading French engineering schools: École Polytechnique, Mines Paris, Télécom Paris, and ENSTA.

On this page, you will find a glimpse into some of the projects I have worked on in recent years. My current research interests span the broad areas of deep learning, large language models (LLMs), recommender systems, graph learning, and their applications.

You will also find music analysis and recommendation projects related to my previous role as a Research Scientist and Coordinator at the French music streaming service Deezer, as well as code and data from my doctoral research at École Polytechnique on representation learning with graph autoencoders (node embedding, link prediction, community detection, etc.).

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

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 136 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 59 11

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

    Graph Neural Network Library for PyTorch

    Python 23.6k 4k

  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 10

  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