Shazal Irshad

Postdoctoral Researcher, Wireless AI/ML Systems @ IS-WIN Lab Clemson  |  Ph.D. Computer Science, CU Boulder

I am a Postdoctoral Researcher in the Intelligent Systems and Wireless Networking (IS-WiN) Lab at Clemson University, working with Dr. Fatemeh Afghah. My research focuses on foundation models and world models for wireless systems, with an emphasis on self-supervised representation learning, multimodal RF and vision sensing, and intelligent wireless network control.

Previously, I was a Software Engineer on the Wireless AI/ML Systems team at Cisco Meraki, where I worked on ML-driven diagnostics and intelligent systems for enterprise wireless networks. I received my Ph.D. in Computer Science from the University of Colorado Boulder in 2023, advised by Dr. Eric Rozner, where my research combined wireless networking and computer vision for localization, sensing, and privacy-aware systems.

My research interests include systems and networking, distributed and intelligent networked systems, ML for system diagnostics and operations, mobile and wireless computing, networked sensing, privacy-aware systems, and foundation and world models for networked systems. I am broadly motivated by building scalable, reliable, and context-aware systems that bridge research and real-world deployments.

I received my M.S. in Computer Science from LUMS (Lahore, Pakistan) in 2017, and my B.S. in Computer Science from FAST-NUCES in 2014.

news

Oct 2026 Started my postdoc at Clemson University, working with Dr. Fatemeh Afghah in the Intelligent Systems and Wireless Networking (IS-WiN) Lab.
Aug 2026 Our work-in-progress paper, Beyond Tokenization: Structure-Aware Attention and Hybrid Backbones for Wireless Foundation Models, has been accepted to ACM MobiCom 2026.
Jun 2026 New preprint out on arXiv: Protocol-Aware Tokenization and Architecture Co-Design for Wireless Packet Foundation Models. Joint work with Swadhin Pradhan and Jerome Henry.
Mar 2026 New preprint out on arXiv: PLUME, a network-native foundation model for wireless traces. Joint work with Swadhin Pradhan and Jerome Henry.
Jul 2025 Filed two patents with Cisco Meraki on wireless ML and network anomaly detection.
Jul 2023 Joined Cisco Meraki as a Software Engineer on the Wireless AI/ML Systems team.
Jul 2023 Defended my Ph.D. dissertation at CU Boulder.
Jul 2023 Received Best Paper Awards at IEEE LANMAN 2023 and IEEE WoWMoM 2023.