Dynamic Sparsity in Machine Learning
Routing Information through Neural Pathways
NeurIPS 2024 Tutorial

Authors

    André Martins

    Associate Professor at Instituto Superior Técnico

  • André Martins

    I am an Associate Professor at the Computer Science Department (DEI) and at the Electrical and Computer Engineering Department (DEEC) at Instituto Superior Técnico. I am also the VP of AI Research at Unbabel in Lisbon, Portugal, and a Senior Researcher at the Instituto de Telecomunicações, where I lead the SARDINE Lab.

  • Edoardo Ponti

    Assistant Professor at the University of Edinburgh

  • Edoardo Ponti

    I am an assistant professor in Natural Language Processing at the University of Edinburgh and a visiting professor at NVIDIA. Previously, I was a visiting postdoctoral scholar at Stanford University and a postdoctoral fellow in computer science at Mila - Quebec AI Institute in Montreal. In 2021, I obtained a PhD from the University of Cambridge, St John’s College.

  • Duarte Alves

    PhD student at Instituto Superior Técnico

  • Duarte Alves

    I’m a Computer Science PhD student at Instituto Superior Técnico. My research interests include Natural Language Processing, Machine Learning and Artificial Intelligence. Currently, I’m studying how to efficiently adapt natural language models for diverse tasks.

  • Piotr Nawrot

    PhD student at the University of Edinburgh

  • Piotr Nawrot

    I am a third-year PhD student with the UK Research & Innovation Centre for Doctoral Training in Natural Language Processing at the University of Edinburgh. I am fortunate to be supervised by Edoardo Maria Ponti and Ivan Titov. I am part of the EdinburghNLP group.

  • Saul Santos

    PhD student at Instituto Superior Técnico

  • Saul Santos

    I’m a Electrical Engineering PhD student at Instituto Superior Técnico. My research interests include Machine Learning, Natural Language Processing, and Artificial Intelligence. Currently, I’m studying how to develop neural models of associative memory and long-term memory.