steve abreu
I am a PhD student at the AI department of the University of Groningen, working in the MINDS group under the supervision of Prof. Herbert Jaeger and co-supervision of Prof. Elisabetta Chicca. I am part of the CogniGron research center for cognitive computing and funded by the European project Post-Digital. I’m currently on leave from my PhD position in Groningen to do research internships at Google and Intel.
In research I keep a dual focus on advancing machine learning while delving into novel compute paradigms and hardware for AI, especially those taking inspiration from the brain. I enjoy cross-disciplinary research between AI, computer science, neuroscience, physics, and cognitive science.
Within ML, I work on efficient machine learning (enabling AI on low-power hardware) and I am interested in continual learning (e.g. using brain-inspired neuromodulation or plasticity rules), meta-learning, and neurosymbolic programming. To make progress towards well-aligned and interpretable AI, I work on mechanistic interpretability and reverse-engineering of ML models.
For my PhD I work on physical and brain-inspired computing, where I aim to develop theories that align computation with physics, in order to make better use of neuromorphic chips, photonic devices, and other physical computing systems. I aim to develop computational abstractions in physical substrates (e.g. through the neuromorphic intermediate representation, NIR), new hardware-compatible efficient learning algorithms, and principled ways of programming novel AI hardware (confronting challenges like device mismatch and limited observability).
I am also a hobby photographer, an enthusiastic coffee brewer, an avid motorcyclist, I like to read, travel, and go to music and art events.
news
Jul 2024 | Spent two weeks at Telluride in the Language and Thought topic area, presented our work on quantized SSMs at ICML in Vienna, and our neuromorphic programming paper at ICONS in Virginia! |
---|---|
May 2024 | Starting my research internship at Intel’s Neuromorphic Computing Lab, working on neuromorphic transformer-like architectures based on state space models. |
Dec 2023 | Starting my research internship at Google in Waterloo (Canada), working on efficient and adaptive AR user interfaces with multimodal LLMs. |
Oct 2023 | Attending NNPC in Hannover. Presenting a poster on neuromorphic programming and abstractions. |