LYNX: A GNPy-based web application for multi-vendor optical network planning. - Mohammad Saad Raza; Andrea D'Amico; Fehmida Usmani; Sami Mansoor Alavi; Muhammad Ali Taimoor; Vittorio Curri; Arsalan Ahmad (OFC, 2022)

Transfer learning Aided QoT Computation in Network Operating with the 400ZR Standard. - Fehmida Usmani; Ihtesham Khan; Muhammad Umar Masood; Arsalan Ahmad; Muhammad Shahzad; Vittorio Curri (ONDM, 2022)

Iterative Transfer Learning Approach for QoT Prediction of Lightpath in Optical Networks. - Hafsa Tariq; Fehmida Usmani; Ihtesham Khan; Muhammad Umar Masood; Arsalan Ahmad; Vittorio Curri (ICTON, 2023)

Knowledge Distillation-Based Compression Model for QoT Estimation of an Unestablished Lightpaths. - Fehmida Usmani; Ihtesham Khan; Muhammad Umar Masood; Arsalan Ahmad; Vittorio Curri (ICTON, 2023)

Road Traffic Detection with a LSTM Autoencoder using State of Polarization on Deployed Metropolitan Fiber Cable. - Fehmida Usmani; Andrea D'Amico; Rudi Bratovich; Martinez R. Fransisco; Stefano Straullu; Emanuele Virgillito; Francesco Aquilino; Rosanna Pastorelli; Vittorio Curri (ONDM, 2023)

Machine Learning Aided Control of Ultra-Wideband Indium Phosphide IQ Mach-Zehnder Modulators. - Rocco D'Ingillo; Andrea D'Amico; Fehmida Usmani; Giacomo Borraccini; Stefano Straullu; Rocco Siano; Michele Belmonte; Vittorio Curri (PSC, 2023)

Iterative supervised learning approach using transceiver bit-error-rate measurements for optical line system optimization. - Giacomo Borraccini; Andrea D'Amico; Stefano Straullu; Fehmida Usmani; Arsalan Ahmad; Vittorio Curri (JOCN, 2023)

A Machine Learning-Driven Smart Optical Network Grid for Earthquake Early Warning. - Hasan Awad; Fehmida Usmani; Emanuele Virgillito; Rudi Bratovich; Roberto Proietti; Stefano Straullu; Rosanna Pastorelli; Vittorio Curri (ICTON, 2024)

Earthquake Early Warning through Terrestrial Optical Networks: A Bi-GRU Attention Model Approach on SOP Data. - Fehmida Usmani; Hasan Awad; Emanuele Virgillito; Rudi Bratovich; Stefano Straullu; Francesco Aquilino; Roberto Proietti; Rosanna Pastorelli; Vittorio Curri (OFC, 2024)

Integrating Knowledge Distillation and Transfer Learning for Enhanced QoT-Estimation in Optical Networks. - Fehmida Usmani; Ihtesham Khan; Mehran; Arsalan Ahmad; Vittorio Curri (IEEE Access, 2024)

Environmental Surveillance through Machine Learning-Empowered Utilization of Optical Networks. - Hasan Awad; Fehmida Usmani; Emanuele Virgillito; Rudi Bratovich; Roberto Proietti; Stefano Straullu; Francesco Aquilino; Rosanna Pastorelli; Vittorio Curri (Sensors, 2024)

Experimental Validation for Early Earthquake Detection Using Transfer Learning. - Hasan Awad; Fehmida Usmani; Stefano Straullu; Rudi Bratovich; Emanuele Virgillito; Francesco Aquilino; Roberto Proietti; Vittorio Curri (OFC, 2025)

Experimental Validation on Using Optical Network-as-a-Sensor for Earthquake Early Warning. - Hasan Awad; Rudi Bratovich; Stefano Straullu; Fehmida Usmani; Emanuele Virgillito; Francesco Aquilino; Roberto Proietti; Francesco Carpentieri; Marianna Hovsepyan; Stefano Gastaldello; Vittorio Curri (ONDM, 2025)