Accepted Papers

• "Architecture Adaptation for Pretrained Models on Constrained Edge AI Accelerators" — Matteo Gottardelli (University of Trento), Gaosheng Liu (University of Trento), Kasim Sinan Yildirim (University of Trento)


• "Data-Availability Co-Correlation: A Missing Dimension in Fair Federated Learning" — Stefan Behfar (University of Cambridge), Richard Mortier (University of Cambridge)


• "GridAI: Edge AI Smart Grid Fault Detection with Goal-Oriented Communication" — M. Burak Aydar (Communication Networks Research Group (CNG), METU, FRESHDATA Technology), Sajjad Baghaee (Communication Networks Research Group (CNG), METU), Keyvan Firuzi (HV LAB, Electrical and Electronics Engineering Department, METU), Elif Uysal (Communication Networks Research Group (CNG), METU, FRESHDATA Technology), Görkem Yıldırım (Electrical and Electronics Engineering Department, 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)


• "Understanding Concurrent DNN Interference on Mobile SoCs" — Zilin Ye (Sun Yat-sen University), Qianyi HUANG (Sun Yat-sen University (SYSU))


• "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 (CNIT), Filippo Cugini (CNIT), Juan Jose Vegas Olmos (NVIDIA), Piero Castoldi (Scuola Superiore Sant'Anna)


• "FedORA: Federated Objective-Resolved Adaptation for Non-Stationary Environments" — Wai Fong Tam (Queen Mary University of London), Songyuan Li (Queen Mary University of London), Ahmed M. Abdelmoniem (Queen Mary University of London)


• "EdgeStressBench: A Framework for Reproducible Evaluation of Edge Systems Under Resource Stress" — Maryam Pourreza (Carnegie Mellon University), Priya Narasimhan (Carnegie Mellon University)


• "Morphling: Emulator for Distributed Machine Learning at the Edge" — Leyang Xue (University of Edinburgh), Yufeng Xia (University Of Edinburgh), Eren Mendi (University of Edinburgh), Ismaeel Bashir (University of Edinburgh), Jiaxun Yang (The University of Edinburgh), Myungjin Lee (Cisco Research), Mahesh Marina (University of Edinburgh)


• "Real-Time Fusion of Device, Cloudlet & Cloud AI" — Qifei Dong (Carnegie Mellon University), Jingao Xu (Carnegie Mellon University), Padmanabhan Pillai (Carnegie Mellon University), Roberta Klatzky (Carnegie Mellon University), Mahadev Satyanarayanan (Carnegie Mellon University)


• "Phase Matters: Characterizing Heterogeneous Vision-Language Inference on a Mobile SoC" — Aryama V Murthy (International Institute of Information Technology Hyderabad, India), Yashas N Kotre (International Institute of Information Technology Hyderabad, India), Prathmesh Sharma (International Institute of Information Technology Hyderabad, India), Pragya Mishra (International Institute of Information Technology Hyderabad, India), Sanjith Ganapathi (International Institute of Information Technology Hyderabad, India), Priyesh Shukla (International Institute of Information Technology Hyderabad, India)


• "INAR-VL: Input-Aware Routing for Edge–Cloud Vision–Language Inference" — Ahmed Šabanović (TU Wien), Paul Joe Maliakel (TU Wien), Ivona Brandić (TU Wien)


• "locRoaming: Seamless Private 5G WiFi Convergence through Continuous Client Positioning" — Yu-Tai Lin (Georgia Institute of Technology), Mohamed Ibrahim (HPE Labs), Shivang Aggarwal (HPE Labs), Haofan Lu (UCLA), Puneet Sharma (Hewlett Packard Labs), Karthikeyan Sundaresan (Georgia Institute of Technology)


• "ThermalPrint: ML Workload Classification via Thermal Side-Channels" — Cenxi Tian (Imperial College London), Soteris Demetriou (Imperial College London)


• "FaaSMoE: A Serverless Framework for Multi-Tenant Mixture-of-Experts Serving" — Minghe Wang (TU Berlin), Trever Schirmer (TU Berlin), Mohammadreza Malekabbasi (TU Berlin), David Bermbach (TU Berlin)