StreamTinyNet: video streaming analysis with spatial-temporal TinyML. - Hazem Hesham Yousef Shalby; Massimo Pavan; Manuel Roveri (IJCNN, 2024)

Advancements in Context Recognition for Edge Devices and Smart Eyewear: Sensors and Applications. - Francesca Palermo; Luca Casciano; Lokmane Demagh; Aurelio Teliti; Niccolò Antonello; Giacomo Gervasoni; Hazem Hesham Yousef Shalby; Marco Brando Mario Paracchini; Simone Mentasti; Hao Quan; Riccardo Santambrogio; Cédric Gilbert; et al. (IEEE Access, 2025)

EmbBERT-Q: Breaking Memory Barriers in Embedded NLP. - Riccardo Bravin; Massimo Pavan; Hazem Hesham Yousef Shalby; Fabrizio Pittorino; Manuel Roveri (CoRR, 2025)

Dendron: Enhancing Human Activity Recognition with On-Device TinyML Learning. - Hazem Hesham Yousef Shalby; Manuel Roveri (CoRR, 2025)

On-Sensor Convolutional Neural Networks with Early-Exits. - Hazem Hesham Yousef Shalby; Arianna De Vecchi; Alice Scandelli; Pietro Bartoli; Diana Trojaniello; Manuel Roveri; Federica Villa (CoRR, 2025)

InfoQ: Mixed-Precision Quantization via Global Information Flow. - Mehmet Emre Akbulut; Hazem Hesham Yousef Shalby; Fabrizio Pittorino; Manuel Roveri (CoRR, 2025)

DQT: Dynamic Quantization Training via Dequantization-Free Nested Integer Arithmetic. - Hazem Hesham Yousef Shalby; Fabrizio Pittorino; Francesca Palermo; Diana Trojaniello; Manuel Roveri (CoRR, 2025)