Search Results for author: Mahrokh Ghoddousi Boroujeni

Found 2 papers, 1 papers with code

A PAC-Bayesian Framework for Optimal Control with Stability Guarantees

1 code implementation26 Mar 2024 Mahrokh Ghoddousi Boroujeni, Clara Lucía Galimberti, Andreas Krause, Giancarlo Ferrari-Trecate

Based on these bounds, we propose a new method for designing optimal controllers, offering a principled way to incorporate prior knowledge into the synthesis process, which aids in improving the control policy and mitigating overfitting.

Generalization Bounds

Personalized Federated Learning of Probabilistic Models: A PAC-Bayesian Approach

no code implementations16 Jan 2024 Mahrokh Ghoddousi Boroujeni, Andreas Krause, Giancarlo Ferrari Trecate

Personalized federated learning (PFL) goes one step further by adapting the global model to each client, enhancing the model's fit for different clients.

Personalized Federated Learning

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