EdgeSys 2026


⚠️ The time listed below is British Summer Time (BST) ~ UTC +1 ⚠️

Registration


08:00 - 08:50

Opening Remarks


08:50 - 09:00
Atakan Aral (University of Vienna), Poonam Yadav (University of York), Vadim Safronov (University of Oxford)

Session #1: Inference on Mobile SoCs


09:00 - 09:55

Understanding Concurrent DNN Interference on Mobile SoCs


Zilin Ye, Qianyi HUANG (Sun Yat-sen University)

Phase Matters: Characterizing Heterogeneous Vision-Language Inference on a Mobile SoC


Aryama V Murthy, Yashas N Kotre, Prathmesh Sharma, Pragya Mishra, Sanjith Ganapathi, Priyesh Shukla (International Institute of Information Technology Hyderabad, India)

ThermalPrint: ML Workload Classification via Thermal Side-Channels


Cenxi Tian, Soteris Demetriou (Imperial College London)

Keynote #1: Dominic Pajak - Arm
Hybrid AI: Rethinking Where Intelligence Lives


09:55 - 10:35

Coffee Break ☕


10:35 - 10:55

Session #2: ML Platforms and Evaluation Frameworks


10:55 - 11:50

Architecture Adaptation for Pretrained Models on Constrained Edge AI Accelerators


Matteo Gottardelli, Gaosheng Liu, Kasim Sinan Yildirim (University of Trento)

EdgeStressBench: A Framework for Reproducible Evaluation of Edge Systems Under Resource Stress


Maryam Pourreza, Priya Narasimhan (Carnegie Mellon University)

Morphling: Emulator for Distributed Machine Learning at the Edge


Leyang Xue, Yufeng Xia, Eren Mendi, Ismaeel Bashir, Jiaxun Yang (University of Edinburgh), Myungjin Lee (Cisco Research), Mahesh Marina (University of Edinburgh)

Lunch Break 🥗 🍖 🍺


11:50 - 12:50

Session #3: Sensing, Networking, and Stream Processing


12:50 - 13:45

locRoaming: Seamless Private 5G WiFi Convergence through Continuous Client Positioning


Yu-Tai Lin (Georgia Institute of Technology), Mohamed Ibrahim, Shivang Aggarwal (HPE Labs), Haofan Lu (UCLA), Puneet Sharma (Hewlett Packard Labs), Karthikeyan Sundaresan (Georgia Institute of Technology)

GridAI: Edge AI Smart Grid Fault Detection with Goal-Oriented Communication


M. Burak Aydar (METU, FRESHDATA Technology), Sajjad Baghaee (METU), Keyvan Firuzi (HV LAB, METU), Elif Uysal (METU, FRESHDATA Technology), Görkem Yıldırım (METU)

Wagg: Cost-aware Aggregation of Windowing Operators in Stream Processing


Pritish Mishra (University of Toronto), Ruoyu Deng (McGill University), Alexandre da Silva Veith (Nokia Bell Labs), Oana Balmau (McGill University), Eyal de Lara (University of Toronto)

Keynote #2: Niki Trigoni - University of Oxford


13:45 - 14:25

Session #4A: Multi-Tier Inference and Serving


14:25 - 15:00

Real-Time Fusion of Device, Cloudlet & Cloud AI


Qifei Dong, Jingao Xu, Padmanabhan Pillai, Roberta Klatzky, Mahadev Satyanarayanan (Carnegie Mellon University)

INAR-VL: Input-Aware Routing for Edge–Cloud Vision–Language Inference


Ahmed Šabanović, Paul Joe Maliakel, Ivona Brandić (TU Wien)

Coffee Break ☕


15:00 - 15:20

Session #4B: Multi-Tier Inference and Serving


15:20 - 15:35

FaaSMoE: A Serverless Framework for Multi-Tenant Mixture-of-Experts Serving


Minghe Wang, Trever Schirmer, Mohammadreza Malekabbasi, David Bermbach (TU Berlin)

Session #5: Federated Learning


15:35 - 16:30

Data-Availability Co-Correlation: A Missing Dimension in Fair Federated Learning


Stefan Behfar, Richard Mortier (University of Cambridge)

FedORA: Federated Objective-Resolved Adaptation for Non-Stationary Environments


Wai Fong Tam, Songyuan Li, Ahmed M. Abdelmoniem (Queen Mary University of London)

Telemetry-Aware Federated Learning Framework


Ashley Degl'Innocenti (Scuola Superiore Sant'Anna), Ahmed Salah Tawfik Ibrahim (CNIT), Layal Ismail (Scuola Superiore Sant'Anna), Rana Abu Bakar (CNIT), Andrea Sgambelluri (Scuola Superiore Sant'Anna), Francesco Paolucci, Filippo Cugini (CNIT), Juan Jose Vegas Olmos (NVIDIA), Piero Castoldi (Scuola Superiore Sant'Anna)

Panel / Closing Discussion


Security, Privacy and Accountability in Next-Generation Intelligent Networked Systems


16:30 - 17:00
Moderator: Vadim Safronov (University of Oxford)
Panelists: Mahadev Satyanarayanan (Carnegie Mellon University), Poonam Yadav (University of York), Atakan Aral (University of Vienna)

Final Remarks and Best Paper Award


17:00 - 17:10