| Workshops |
| 9:00 – 10:00 AM | SMVG 1
Session Chair: Marco Furini (Università degli Studi di Modena e Reggio Emilia)
1. Adaptive Frame-Aware Network for Driver Monitoring Systems
Khaled Chikh and Roberto Cavicchioli (Università degli Studi di Modena e Reggio Emilia)
2. Smart Mobility Applications Supported by NTN: Addressing the Need for Low Per-Packet Delays
Armir Bujari (University of Bologna), Mirko Franco, Salah Eddine Merzougui, Claudio E. Palazzi (University of Padova), Lasse Bramer Schmidt (University of Aarhus)
3. Integrating Smart Traffic Lights for Enhanced Urban Air Quality in Smart Cities
Giacomo Cabri, Denny Ciccia, Manuela Montangero, and Filippo Muzzini (Università degli Studi di Modena e Reggio Emilia)
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| 10:30 AM – 12:10 PM | SMVG 2
Session Chair: Manuela Montangero (Università degli Studi di Modena e Reggio Emilia)
1. Exploring Human and Artificial Attention Mechanisms in Driving Scenarios
Martin Rechberger (TU Graz, AT), Daniel Kraus (Pro2Future GmbH), Peter Priller (AVL List GmbH), Olga Saukh (TU Graz, AT)
2. Smart Path Planner: Enhancing Personalized Navigation and Environmental Awareness
Rini Apriyanti, Riccardo Neri, Luca Bedogni (Università degli Studi di Modena e Reggio Emilia)
3. Effects of Geohashing and K-means Clustering on Uniqueness in a mobility dataset
Andrea Artioli, Luca Bedogni, Mauro Andreolini (Università degli Studi di Modena e Reggio Emilia)
4. Towards a Distributed Data Mesh Model for the IoT–Edge–Cloud Continuum in Smart Cities
Enrico Rossini, Nicola Bicocchi, Natalia Selini Hadjidimitriou, Marcello Pietri, Marco Picone, Marco Mamei (Università degli Studi di Modena e Reggio Emilia)
5. Enabling Accurate and Timely Prognostics for Aircraft Turbofan Engines
Philippa Scroggins, Sidi Lu (William & Mary, USA)
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| 1:00-1:45 pm | Keynote 3: Arduino in the emerging field of Edge AI
David Cuartielles
(Co-founder of the Arduino platform, Head of the Interaction Design Masters, Researcher at the Sustainable Digitalisation Research Centre at Malmö University, Sweden) |
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| 2:00 – 4:00 PM | EdgeSP + IMDT
Session Chair: Safwan Omari (Lewis University) and Huanle Zhang (Shandong University)
1. GT-Craft: A Framework for Fast Prototyping Geospatial-based Digital Twins in Unity 3D
Jin Heo (Georgia Tech), Thomas Novlan, Salam Akoum (AT&T Labs), Ada Gavrilovska (Georgia Tech)
2. Are we there yet? – Use Cases and Requirements for the Industrial Metaverse
Florian Heimann, Oliver Wetter, Philip Wette (HSBI - Hochschule Bielefeld – University of Applied Sciences and Arts, Minden, Germany)
3. Privacy Protection in WiFi Sensing via CSI Fuzzing
Tianyang Zhang (Shandong University, China), Bozhong Yu (Northwest University, China), Yaxiong Xie (University at Buffalo, USA), Huanle Zhang (Shandong University, China)
4. SecFePAS: Secure Facial-expression-based Pain Assessment with Deep Learning at the Edge
Kanwal Batool (University of Amsterdam (UvA), the Netherlands), Saleem Anwar, Zoltan Mann (Rotterdam University of Applied Sciences, the Netherlands)
5. Intent-driven Data Falsification Attack on Collaborative IoT-Edge Environments
Shima Yousefi (City University of New York), Shameek Bhattacharjee (Western Michigan University), Saptarshi Debroy (City University of New York)
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| 8:45 – 10:00 AM | INTERACT 1
Session Chair: Pietro Manzoni (Universitat Politècnica de València, Spain)
1. Detection and Classification of High Energy Cosmic Rays using TinyML
Moez Altayeb, Marco Zennaro (ICTP)
2. On Tiny Feature Engineering: towards an embedded EMG-based hand gesture recognition model
Andres D. Gomez-Bautista, Diego Mendez, Catalina Alvarado-Rojas, Ivan F. Mondragon, Julian D. Colorado (Pontificia Universidad Javeriana)
3. Tiny, Distributed, and Eco-optimized: Proposal of Design Guidelines for Environmentally Friendly ML Devices
David Joaquin Cuartielles Ruiz (Arduino AB), Géczy Attila (Budapest Univ. of Tech. and Economics), Pascal Xavier, Vincent Grennerat (Univ. Grenoble Alpes)
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| 10:30 AM – 12:00 PM | INTERACT 2
Session Chair: Marco Zennaro (ICTP)
1. An Analysis of Network Overhead in Distributed TinyML
Ket Hollingsworth (Harvey Mudd College), Sean Nian (San Jose State University), Alan Gutierrez, Arthi Padmanabhan (Harvey Mudd College)
2. A Comparison between Classical and Quantum Machine Learning for Mobile App Traffic Classification
Vincenzo Spadari (University of Naples "Federico II"), Idio Guarino (University of Verona), Domenico Ciuonzo, Antonio Pescapè (University of Naples "Federico II")
3. Smart Split: Leveraging TinyML and Split Computing for Efficient Edge AI
Fabio Bove, Luca Bedogni (University of Modena and Reggio Emilia)
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| 2:00 – 4:00 PM | Edge Intelligence
Session Chair: Jaya Prakash Champati (IMDEA Networks Institute, Madrid)
1. DiCE-M: Distributed Code Generation and Execution for Marine Applications - An Edge-Cloud Approach
Giuseppe Coviello, Kunal Rao, Gennaro Mellone, Ciro Giuseppe De Vita, Srimat Chakradhar (NEC Laboratories America, Inc.)
2. Hierarchical Inference at the Edge: A Batch Processing Approach
Afroditi Letsiou, Vishnu Narayanan Moothedath, Adarsh Prasad Behera (KTH Royal Institute of Technology), Jaya Prakash Champati (University of Victoria, British Columbia, Canada), James Gross (KTH Royal Institute of Technology Stockholm, Sweden)
3. Beyond Federated Learning: Survival-Critical Machine Learning
Eric Sturzinger, Mahadev Satyanarayanan (Carnegie Mellon University)
4. Edge-Aware Dual Branch Network for Nucleus Instance Segmentation
Junzhou Chen, Yanfu Zhang, Sidi Lu (William & Mary)
5. FedSLO: Towards SLO Guarantee for Federated Computing
Hao Che, Todd Rosenkrantz, Hong Jiang. Zhijun Wang (University of Texas at Arlington)
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