Home | Mátyás Vincze

Hi! I'm Mátyás [ˈmaːcaːʃ]

I am a second-year PhD student in Machine Learning at the University of Trento , affiliated with Fondazione Bruno Kessler . Under the supervision of Bruno Lepri and Giovanni Iacca , my research explores cooperative intelligence and mixtures-of-mixtures. I am currently developing deep learning architectures that leverage cooperative principles to enhance training efficiency and generalization.

💼 I'm actively looking for a 3-6 month PhD internship focusing on cooperation in RL of LM.

Latest news

[03/2025]: Attending ALPS 2025 in Aussois, France
[02/2025]: Attending AAAI 2025 in Philadelphia, USA
[12/2024]: Paper accepted at AAAI 2025
[07/2024]: 1st place at the Interpretable Control Competition - Gecco 2024
[06/2024]: ISCRA project accepted at CINECA for GPU access

Publications

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SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks

M. Vincze, L. Ferrarotti, L. L. Custode, B. Lepri, G. Iacca

Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI-25)

Paper Poster

Down-scaled actor network for inherent interpretability using Sparse MoE.

Blog posts

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