Pre-, In-, and Post-Processing Class Imbalance Mitigation Techniques for Failure Detection in Optical Networks. Published in: arxiv

Resilient Anomaly Detection in Fiber-Optic Networks: A Machine Learning Framework for Multi-Threat Identification Using State-of-Polarization Monitoring. Published in: AI (MDPI)

 Demonstration of Real-Time AI-Enabled Smart Fault Detection using State-of-Polarization Monitoring. Published in: 25th Anniversary International Conference on Transparent Optical Networks (ICTON)

Intelligent Detection of Overlapping Fiber Anomalies in Optical Networks Using Machine Learning. Published in: 2025 International Conference on Optical Network Design and Modeling (SUM)

Network Data Based Transfer Learning Failure Prediction Agent Pre-Trained Using Digital Twin Published in: 2025 International Conference on Optical Network Design and Modeling (ONDM)

OCATA Optical Multiband Time Domain Digital Twin: Supporting Lightpath Provisioning with NLI Mitigation in Multiband Optical Networks. Published in: 25th Anniversary International Conference on Transparent Optical Networks (ICTON)

Creating and Tuning Multiband Optical Transmission Digital Twin Lightpath Models. Presented in: 2025 International Conference on Optical Network Design and Modeling (ONDM)

Optimizing multicast services in Flexible-Rate Passive Optical Networks. Published in: 25th Anniversary International Conference on Transparent Optical Networks (ICTON)

Efficient and Robust Semantic Image Communication via Stable Cascade International Conference on Machine Learning (ICML), Vancouver, 2025.

Demonstrating Lightpath Operation with the OCATA Digital Twin in Multiband Optical Networks. Published in: 25th Anniversary International Conference on Transparent Optical Networks (ICTON)

Traffic-aware ONU grouping and downstream bandwidth allocation for multicast services in flexible-rate PONs. Published in: Journal of Optical Communications and Networking Vol. 17, Issue 9, pp. 757-770 (2025)

AI-driven converged metro-access optical network-as-a-service with point-to-multipoint coherent optics for 6G X-Hauling

Fiber Nonlinearities in Short-Reach Systems: Modeling and Experimental Verification with 400G Digital Subcarrier Multiplexing

Design of Filterless Horseshoe Networks Optimized for Interoperable Coherent Pluggable Transceivers

From Data to Decision: A Multi-Stage Framework for Class Imbalance Mitigation in Optical Network Failure Analysis. Vol. 18, Issue 1, pp. 42-58 (2026) J. Opt. Commun. Netw.