publications

2022

  1. Journal
    Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges
    Matsubara, Yoshitomo, Levorato, Marco, and Restuccia, Francesco
    ACM Comput. Surv. Mar 2022
  2. Journal
    Toward Polymorphic Internet of Things Receivers Through Real-Time Waveform-Level Deep Learning
    Restuccia, Francesco, and Melodia, Tommaso
    GetMobile: Mobile Computing and Communications Mar 2022
  3. Preprint
    DeepCSI: Rethinking Wi-Fi Radio Fingerprinting Through MU-MIMO CSI Feedback Deep Learning
    Meneghello, Francesca, Rossi, Michele, and Restuccia, Francesco
    arXiv preprint arXiv:2204.07614, to appear in ICDCS 2022
  4. Preprint
    ChARM: NextG Spectrum Sharing Through Data-Driven Real-Time O-RAN Dynamic Control
    Baldesi, Luca,  Restuccia, Francesco, and Melodia, Tommaso
    arXiv preprint arXiv:2201.06326, to appear in IEEE INFOCOM 2022
  5. Preprint
    SmartDet: Context-Aware Dynamic Control of Edge Task Offloading for Mobile Object Detection
    Callegaro, Davide,  Restuccia, Francesco, and Levorato, Marco
    arXiv preprint arXiv:2201.04235, to appear in IEEE WoWMoM 2022
  6. Preprint
    BottleFit: Learning Compressed Representations in Deep Neural Networks for Effective and Efficient Split Computing
    Matsubara, Yoshitomo, Callegaro, Davide, Singh, Sameer, Levorato, Marco, and Restuccia, Francesco
    arXiv preprint arXiv:2201.02693, to appear in IEEE WoWMoM 2022
  7. Preprint
    ReWiS: Reliable Wi-Fi Sensing Through Few-Shot Multi-Antenna Multi-Receiver CSI Learning
    Bahadori, Niloofar, Ashdown, Jonathan, and Restuccia, Francesco
    arXiv preprint arXiv:2201.00869, to appear in IEEE WoWMoM 2022

2021

  1. Journal
    Series Editorial: Networking Technologies to Combat the COVID-19 Pandemic
    Vegni, Anna Maria, Loscrı̀, Valeria,  Restuccia, Francesco, and Yang, De-Nian
    IEEE Communications Magazine 2021
  2. Journal
    DeepFIR: Channel-Robust Physical-Layer Deep Learning Through Adaptive Waveform Filtering
    Restuccia, Francesco, D’Oro, Salvatore, Al-Shawabka, Amani, Rendon, Bruno Costa, Ioannidis, Stratis, and Melodia, Tommaso
    IEEE Transactions on Wireless Communications 2021
  3. Journal
    Coordinated 5G Network Slicing: How Constructive Interference Can Boost Network Throughput
    D’Oro, Salvatore, Bonati, Leonardo,  Restuccia, Francesco, and Melodia, Tommaso
    IEEE/ACM Transactions on Networking 2021
  4. Journal
    The Implantable Internet of Medical Things: Toward Lifelong Remote Monitoring and Treatment of Chronic Diseases
    Guida, Raffaele, Dave, Neil,  Restuccia, Francesco, Demirors, Emrecan, and Melodia, Tommaso
    GetMobile: Mobile Computing and Communications 2021
  5. Conference
    Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks
    Tehrani, Peyman,  Restuccia, Francesco, and Levorato, Marco
    In 2021 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN) 2021
  6. Conference
    Colosseum: Large-Scale Wireless Experimentation Through Hardware-in-the-Loop Network Emulation
    Bonati, Leonardo, Johari, Pedram, Polese, Michele, D’Oro, Salvatore, Mohanti, Subhramoy, Tehrani-Moayyed, Miead, Villa, Davide, Shrivastava, Shweta, Tassie, Chinenye, Yoder, Kurt, and others,
    In 2021 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN) 2021
  7. Conference
    SeReMAS: Self-Resilient Mobile Autonomous Systems Through Predictive Edge Computing
    Callegaro, Davide, Levorato, Marco, and Restuccia, Francesco
    In 2021 18th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON) 2021
  8. Conference
    DeepLoRa: Fingerprinting LoRa Devices at Scale Through Deep Learning and Data Augmentation
    Al-Shawabka, Amani, Pietraski, Philip, Pattar, Sudhir B,  Restuccia, Francesco, and Melodia, Tommaso
    In Proceedings of the Twenty-second International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing 2021
  9. Conference
    The Tags Are Alright: Robust Large-Scale RFID Clone Detection Through Federated Data-Augmented Radio Fingerprinting
    Piva, Mauro, Maselli, Gaia, and Restuccia, Francesco
    In Proceedings of the Twenty-second International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing 2021
  10. Conference
    DeepBeam: Deep Waveform Learning for Coordination-Free Beam Management in mmWave Networks
    Polese, Michele,  Restuccia, Francesco, and Melodia, Tommaso
    In Proceedings of the Twenty-second International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing 2021
  11. Conference
    A Blockchain Definition to Clarify its Role for the Internet of Things
    Ghiro, Lorenzo,  Restuccia, Francesco, D’Oro, Salvatore, Basagni, Stefano, Melodia, Tommaso, Maccari, Leonardo, and Cigno, Renato Lo
    In 2021 19th Mediterranean Communication and Computer Networking Conference (MedComNet) 2021
  12. Conference
    Deepsense: Fast Wideband Spectrum Sensing Through Real-Time In-the-Loop Deep Learning
    Uvaydov, Daniel, D’Oro, Salvatore,  Restuccia, Francesco, and Melodia, Tommaso
    In IEEE INFOCOM 2021-IEEE Conference on Computer Communications 2021
  13. Conference
    Can You Fix My Neural Network? Real-Time Adaptive Waveform Synthesis for Resilient Wireless Signal Classification
    D’Oro, Salvatore,  Restuccia, Francesco, and Melodia, Tommaso
    In IEEE INFOCOM 2021-IEEE Conference on Computer Communications 2021
  14. Conference
    SteaLTE: Private 5G Cellular Connectivity as a Service with Full-stack Wireless Steganography
    Bonati, Leonardo, D’Oro, Salvatore,  Restuccia, Francesco, Basagni, Stefano, and Melodia, Tommaso
    In IEEE INFOCOM 2021-IEEE Conference on Computer Communications 2021
  15. Preprint
    IEEE 802.11 bf: Toward Ubiquitous Wi-Fi Sensing
    Restuccia, Francesco
    arXiv preprint arXiv:2103.14918 2021
  16. Preprint
    What is a Blockchain? A Definition to Clarify the Role of the Blockchain in the Internet of Things
    Ghiro, Lorenzo,  Restuccia, Francesco, D’Oro, Salvatore, Basagni, Stefano, Melodia, Tommaso, Maccari, Leonardo, and Cigno, Renato Lo
    arXiv preprint arXiv:2102.03750 2021

2020

  1. Journal
    Massive-Scale I/Q Datasets for WiFi Radio Fingerprinting
    Al-Shawabka, Amani,  Restuccia, Francesco, D’Oro, Salvatore, and Melodia, Tommaso
    Computer Networks 2020
  2. Journal
    Arena: A 64-Antenna SDR-Based Ceiling Grid Testing Platform for Sub-6 GHz 5G-and-Beyond Radio Spectrum Research
    Bertizzolo, Lorenzo, Bonati, Leonardo, Demirors, Emrecan, Al-Shawabka, Amani, D’Oro, Salvatore,  Restuccia, Francesco, and Melodia, Tommaso
    Computer Networks 2020
  3. Journal
    Deep Learning at the Physical Layer: System Challenges and Applications to 5G and Beyond
    Restuccia, Francesco, and Melodia, Tommaso
    IEEE Communications Magazine 2020
  4. Conference
    Comparative Performance Evaluation of mmWave 5G NR and LTE in a Campus Scenario
    Moayyed, Miead Tehrani,  Restuccia, Francesco, and Basagni, Stefano
    In 2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall) 2020
  5. Conference
    HyBloSE: Hybrid Blockchain for Secure-by-Design Smart Environments
    Maselli, Gaia, Piva, Mauro, and Restuccia, Francesco
    In Proceedings of the 3rd Workshop on Cryptocurrencies and Blockchains for Distributed Systems 2020
  6. Conference
    Generalized Wireless Adversarial Deep Learning
    Restuccia, Francesco, D’Oro, Salvatore, Al-Shawabka, Amani, Rendon, Bruno Costa, Chowdhury, Kaushik, Ioannidis, Stratis, and Melodia, Tommaso
    In Proceedings of the 2nd ACM Workshop on Wireless Security and Machine Learning 2020
  7. Conference
    PolymoRF: Polymorphic Wireless Receivers Through Physical-Layer Deep Learning
    Restuccia, Francesco, and Melodia, Tommaso
    In Proceedings of the Twenty-First International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing 2020
  8. Conference
    Sl-EDGE: Network Slicing at the Edge
    D’Oro, Salvatore, Bonati, Leonardo,  Restuccia, Francesco, Polese, Michele, Zorzi, Michele, and Melodia, Tommaso
    In Proceedings of the Twenty-First International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing 2020
  9. Conference
    DeepWiERL: Bringing Deep Reinforcement Learning to the Internet of Self-Adaptive Things
    Restuccia, Francesco, and Melodia, Tommaso
    In IEEE INFOCOM 2020-IEEE Conference on Computer Communications 2020
  10. Conference
    Exposing the Fingerprint: Dissecting the Impact of the Wireless Channel on Radio Fingerprinting
    Al-Shawabka, Amani,  Restuccia, Francesco, D’Oro, Salvatore, Jian, Tong, Rendon, Bruno Costa, Soltani, Nasim, Dy, Jennifer, Ioannidis, Stratis, Chowdhury, Kaushik, and Melodia, Tommaso
    In IEEE INFOCOM 2020-IEEE Conference on Computer Communications 2020
  11. Preprint
    DeepFIR: Addressing the Wireless Channel Action in Physical-Layer Deep Learning
    Restuccia, Francesco, D’Oro, Salvatore, Al-Shawabka, Amani, Rendon, Bruno Costa, Ioannidis, Stratis, and Melodia, Tommaso
    arXiv preprint arXiv:2005.04226 2020
  12. Preprint
    Hacking the Waveform: Generalized Wireless Adversarial Deep Learning
    Restuccia, Francesco, D’Oro, Salvatore, Al-Shawabka, Amani, Rendon, Bruno Costa, Chowdhury, Kaushik, Ioannidis, Stratis, and Melodia, Tommaso
    arXiv preprint arXiv:2005.02270 2020
  13. Preprint
    My SIM is Leaking My Data: Exposing Self-Login Privacy Breaches in Smartphones
    Coletta, Andrea, Maselli, Gaia, Piva, Mauro, Silvestri, Domenicomichele, and Restuccia, Francesco
    arXiv preprint arXiv:2003.08458 2020

2019

  1. Journal
    No Radio Left Behind: Radio Fingerprinting Through Deep Learning of Physical-Layer Hardware Impairments
    Sankhe, Kunal, Belgiovine, Mauro, Zhou, Fan, Angioloni, Luca, Restuccia, Frank, D’Oro, Salvatore, Melodia, Tommaso, Ioannidis, Stratis, and Chowdhury, Kaushik
    IEEE Transactions on Cognitive Communications and Networking 2019
  2. Journal
    Toward Operator-to-Waveform 5G Radio Access Network Slicing
    D’Oro, Salvatore,  Restuccia, Francesco, and Melodia, Tommaso
    IEEE Communications Magazine 2019
  3. Journal
    Machine Learning for Wireless Communications in the Internet of Things: A Comprehensive Survey
    Jagannath, Jithin, Polosky, Nicholas, Jagannath, Anu,  Restuccia, Francesco, and Melodia, Tommaso
    Ad Hoc Networks 2019
  4. Chapter
    The Role of Machine Learning and Radio Reconfigurability in the Quest for Wireless Security
    Restuccia, Francesco, D’Oro, Salvatore, Zhang, Liyang, and Melodia, Tommaso
    Ad Hoc Networks 2019
  5. Conference
    Impairment Shift Keying: Covert Signaling by Deep Learning of Controlled Radio Imperfections
    Sankhe, Kunal,  Restuccia, Francesco, D’Oro, Salvatore, Jian, Tong, Wang, Zifeng, Al-Shawabka, Amani, Dy, Jennifer, Melodia, Tommaso, Ioannidis, Stratis, and Chowdhury, Kaushik
    In MILCOM 2019-2019 IEEE Military Communications Conference (MILCOM) 2019
  6. Conference
    Software-Defined Radios to Accelerate mmWave Wireless Innovation
    Zheng, Kai, Dhananjay, Aditya, Mezzavilla, Marco, Madanayake, Arjuna, Bharadwaj, Shubhendu, Ariyarathna, Viduneth, Gosain, Abhimanyu, Melodia, Tommaso,  Restuccia, Francesco, Jornet, Josep, and others,
    In 2019 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN) 2019
  7. Conference
    U-Verse: A Mniaturized Patform for End-to-End Closed-Loop Implantable Internet of Medical Things Systems
    Guida, Raffaele, Dave, Neil,  Restuccia, Francesco, Demirors, Emrecan, and Melodia, Tommaso
    In Proceedings of the 17th Conference on Embedded Networked Sensor Systems 2019
  8. Conference
    MillimeTera: Toward a Large-Scale Open-Source mmWave and Terahertz Experimental Testbed
    Polese, Michele,  Restuccia, Francesco, Gosain, Abhimanyu, Jornet, Josep, Bhardwaj, Shubhendu, Ariyarathna, Viduneth, Mandal, Soumyajit, Zheng, Kai, Dhananjay, Aditya, Mezzavilla, Marco, and others,
    In Proceedings of the 3rd ACM Workshop on Millimeter-wave Networks and Sensing Systems 2019
  9. Conference
    Hiding Data in Plain Sight: Undetectable Wireless Communications Through Pseudo-Noise Asymmetric Shift Keying
    D’Oro, Salvatore,  Restuccia, Francesco, and Melodia, Tommaso
    In IEEE INFOCOM 2019-IEEE Conference on Computer Communications 2019
  10. Conference
    Jam Sessions: Analysis and Experimental Evaluation of Advanced Jamming Attacks in MIMO Networks
    Zhang, Liyang,  Restuccia, Francesco, Melodia, Tommaso, and Pudlewski, Scott M
    In Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing 2019
  11. Conference
    DeepRadioID: Real-Time Channel-Resilient Optimization of Deep Learning-Based Radio Fingerprinting Algorithms
    Restuccia, Francesco, D’Oro, Salvatore, Al-Shawabka, Amani, Belgiovine, Mauro, Angioloni, Luca, Ioannidis, Stratis, Chowdhury, Kaushik, and Melodia, Tommaso
    In Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing 2019
  12. Conference
    Big Data Goes Small: Real-Time Spectrum-Driven Embedded Wireless Networking Through Deep Learning in the RF Loop
    Restuccia, Francesco, and Melodia, Tommaso
    In IEEE INFOCOM 2019-IEEE Conference on Computer Communications 2019
  13. Conference
    The Slice is Served: Enforcing Radio Access Network Slicing in Virtualized 5G Systems
    D’Oro, Salvatore,  Restuccia, Francesco, Talamonti, Alessandro, and Melodia, Tommaso
    In IEEE INFOCOM 2019-IEEE Conference on Computer Communications 2019

2018

  1. Journal
    Incentme: Effective Mechanism Design to Stimulate Crowdsensing Participants with Uncertain Mobility
    Restuccia, Francesco, Ferraro, Pierluca, Silvestri, Simone, Das, Sajal K, and Re, Giuseppe Lo
    IEEE Transactions on Mobile Computing 2018
  2. Journal
    FIRST: A Framework for Optimizing Information Quality in Mobile Crowdsensing Systems
    Restuccia, Francesco, Ferraro, Pierluca, Sanders, Timothy S, Silvestri, Simone, Das, Sajal K, and Re, Giuseppe Lo
    ACM Transactions on Sensor Networks (TOSN) 2018
  3. Journal
    Low-Complexity Distributed Radio Access Network Slicing: Algorithms and Experimental Results
    D’Oro, Salvatore,  Restuccia, Francesco, Melodia, Tommaso, and Palazzo, Sergio
    IEEE/ACM Transactions on Networking 2018
  4. Journal
    Securing the Internet of Things in the Age of Machine Learning and Software-Defined Networking
    Restuccia, Francesco, D’Oro, Salvatore, and Melodia, Tommaso
    IEEE Internet of Things Journal 2018
  5. Journal
    Taming Cross-Layer Attacks in Wireless Networks: A Bayesian Learning Approach
    Zhang, Liyang,  Restuccia, Francesco, Melodia, Tommaso, and Pudlewski, Scott M
    IEEE Transactions on Mobile Computing 2018
  6. Conference
    Practical Location Validation in Participatory Sensing Through Mobile Wifi Hotspots
    Saracino, Andrea,  Restuccia, Francesco, and Martinelli, Fabio
    In 2018 17th IEEE International Conference On Trust, Security And Privacy In Computing And Communications/12th IEEE International Conference On Big Data Science And Engineering (TrustCom/BigDataSE) 2018
  7. Preprint
    Blockchain for the Internet of Things: Present and Future
    Restuccia, Francesco, Kanhere, Salvatore D, Melodia, Tommaso, and Das, Sajal K
    arXiv preprint arXiv:1903.07448 2018

2017

  1. Journal
    Quality of Information in Mobile Crowdsensing: Survey and Research Challenges
    Restuccia, Francesco, Ghosh, Nirnay, Bhattacharjee, Shameek, Das, Sajal K, and Melodia, Tommaso
    ACM Transactions on Sensor Networks (TOSN) 2017
  2. Conference
    ISonar: Software-Defined Underwater Acoustic Networking for Amphibious Smartphones
    Restuccia, Francesco, Demirors, Emrecan, and Melodia, Tommaso
    In Proceedings of the International Conference on Underwater Networks & Systems 2017

2016

  1. Journal
    Accurate and Efficient Modeling of 802.15.4 Unslotted CSMA/CA Through Event Chains Computation
    De Guglielmo, Domenico,  Restuccia, Francesco, Anastasi, Giuseppe, Conti, Marco, and Das, Sajal K
    IEEE Transactions on Mobile Computing 2016
  2. Journal
    Incentive Mechanisms for Participatory Sensing: Survey and Research Challenges
    Restuccia, Francesco, Das, Sajal K, and Payton, Jamie
    ACM Transactions on Sensor Networks (TOSN) 2016
  3. Journal
    Optimizing the Lifetime of Sensor Networks with Uncontrollable Mobile Sinks and QoS Constraints
    Restuccia, Francesco, and Das, Sajal K
    ACM Transactions on Sensor Networks (TOSN) 2016
  4. Conference
    RescuePal: A Smartphone-Based System to Discover People in Emergency Scenarios
    Restuccia, Francesco, Thandu, Srinivas Chakravarthi, Chellappan, Sriram, and Das, Sajal K
    In 2016 IEEE 17th International Symposium on A World of Wireless, Mobile and Multimedia Networks (WoWMoM) 2016

2015

  1. Journal
    Quality-of-Service Implications of Enhanced Program Algorithms for Charge-Trapping NAND in Future Solid-State Drives
    Grossi, Alessandro, Zuolo, Lorenzo,  Restuccia, Francesco, Zambelli, Cristian, and Olivo, Piero
    IEEE Transactions on Device and Materials Reliability 2015
  2. Conference
    Lifetime Optimization with QoS of Sensor Networks with Uncontrollable Mobile Sinks
    Restuccia, Francesco, and Das, Sajal K
    In 2015 IEEE 16th International Symposium on A World of Wireless, Mobile and Multimedia Networks (WoWMoM) 2015
  3. Conference
    Preserving QoI in Participatory Sensing by Tackling Location-Spoofing Through Mobile WiFi Hotspots
    Restuccia, Francesco, Saracino, Andrea, Das, Sajal K, and Martinelli, Fabio
    In 2015 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops) 2015

2014

  1. Journal
    Analysis and Optimization of a Protocol for Mobile Element Discovery in Sensor Networks
    Restuccia, Francesco, Anastasi, Giuseppe, Conti, Marco, and Das, Sajal K
    IEEE Transactions on Mobile Computing 2014
  2. Conference
    FIDES: A Trust-Based Framework for Secure User Incentivization in Participatory Sensing
    Restuccia, Francesco, and Das, Sajal K
    In Proceeding of IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks 2014 2014

2012

  1. Conference
    A Hybrid and Flexible Discovery Algorithm for Wireless Sensor Networks with Mobile Elements
    Kondepu, Koteswararao,  Restuccia, Francesco, Anastasi, Giuseppe, and Conti, Marco
    In 2012 IEEE Symposium on Computers and Communications (ISCC) 2012
  2. Conference
    Performance Analysis of a Hierarchical Discovery Protocol for WSNs with Mobile Elements
    Restuccia, Francesco, Anastasi, Giuseppe, Conti, Marco, and Das, Sajal K
    In 2012 IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks (WoWMoM) 2012

2011

  1. Journal
    Energy Efficiency in Wireless Sensor Networks with Mobile Elements
    Restuccia, F, Kondepu, K, Anastasi, Giuseppe, and Conti, G
    2011