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Author

Robert Birke

4 papers indexed here

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Future Generation Computer

Lorenzo Brescia, Iacopo Colonnelli, Robert Birke et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Safety Reconstructed: Generative Modeling via Masked Diffusion Builds Strong Safety Guardrails

This work proposes a masked diffusion language model, fine-tuning LLaDA-8B-Instruct with a class-conditional reconstruction objective using LoRA and requiring no architectural changes beyond the base model, which leads on average rank against discriminative baselines trained on stronger backbones across seven held-out...

Gert Lek, Abele Malan, Chao-Yi Zhu et al. · 0 citations
#artificial intelligence Open access Sep 2026

Efficiently Distributed Federated Learning

This research addresses two main aspects that are key to Machine Learning (ML) software: customizability and performance by implementing an open-source FL framework named FastFederatedLearning (FFL), implemented in C/C++, focusing on code performance.

Gianluca Mittone, Robert Birke, Marco Aldinucci · 1 citation

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