headshot
headshot

Giorgos Bouritsas

I am a machine learning researcher and a postdoctoral fellow at the Archimedes AI unit and the University of Athens , as well as an adjunct lecturer at NCSR Demokritos. I obtained my PhD in computer science from Imperial College London, and my MEng in electrical and computer engineering from the National Technical University of Athens. Previously, I spent time at Google Deepmind, École Polytechnique Fédérale de Lausanne , KU Leuven, NCSR Demokritos and Universitat Politècnica de Catalunya. I conduct basic and applied research on several machine learning topics, particularly within Geometric/Graph Deep Learning, where I design and theoretically analyse data-driven methodologies for geometric and symmetric data, such as complex networks, physical systems, 3D objects and weight spaces. My work has been published in leading conferences (NeurIPS, ICML, CVPR, ICCV, ECCV) and journals (TPAMI), while I regularly perform educational activities and provide academic service as a reviewer.

  • Graph neural networks
  • Geometric deep learning
  • Self-supervised learning
  • Generative models
  • Deep learning theory
  • Network science
  • ML for physics
  • ML for biology/chemistry
  • Social foundations of AI
News:
  • Dec 2024 Our workshop proposal on Neural Network Weights as a New Data Modality got accepted at ICLR 2025, Singapore. Stay tuned for the call for papers.
  • Sep 2024 Our paper Scale Equivariant Graph Metanetworks has been accepted at NeurIPS 2024 for oral presentation. See you in Vancouver 🚀
  • Apr 2024 Our paper Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses has been accepted at ICML 2024. See you in Vienna.
  • Jan 2024 This spring semester I will be teaching Deep Learning at the Msc in AI, NCSR Demokritos.
  • Jul 2023 I am starting a postdoc at Archimedes AI and I will be also affiliated with the department of informatics, UoA.
  • Apr 2023 I have successfully defended my PhD Thesis.

Selected Publications

Teaching / Supervision

POSTGRADUATE

Service

Reviewer:
  • NeurIPS ’20,’21*,’22, ’23, ’24*
  • ICLR’22,’23,’24
  • ICML’22*,’23,’24*
  • LoG’22,’23*
  • ICASSP’23
  • TMLR, TPAMI, Sig. Proc., Comput. Graph. Forum.
∗outstanding reviewer

Contact

Giorgos Bouritsas, PhD
Machine Learning Postdoctoral fellow,
Archimedes AI Unit / Athena RC
Department of Informatics and Telecommunications, University of Athens
Location:
  • Room I13
  • Department of Informatics and Telecommunications,
  • National and Kapodistrian University of Athens, Panepistimioupolis, Ilissia, GR-15784 Athens, Greece