Publications


Alessio Sacco, Antonino Angi, Flavio Esposito and Guido Marchetto. ‘‘P4FL: An Architecture for Federating Learning with In-Network Processing'' in IEEE Access, vol.11, pp. 103650-103658, Sep. 2023. Bibtex

Antonino Angi, Alessio Sacco, Flavio Esposito, Guido Marchetto and Alex Clemm. ‘‘RLVNA: a Platform for Experimenting with Virtual Networks Adaptations over Public Testbeds'' in 2023 IEEE International Mediterranean Conference on Communications and Networking (MeditCom), Dubrovnik, Croatia, 2023. Bibtex

Antonino Angi, Alessio Sacco, Flavio Esposito, Guido Marchetto and Alex Clemm. ‘‘Load Profiling via In-Band Flow Classification and P4 With Howdah'' in IEEE Transactions on Network and Service Management (TNSM). IN PRESS. Bibtex

Alessio Sacco, Antonino Angi, Flavio Esposito and Guido Marchetto.‘‘HINT: Supporting Congestion Control Decisions with P4-driven In-Band Network Telemetry" in Proc. of 24th International Conference on High Performance Switching and Routing (HPSR), 05-07 June 2023, Albuquerque, NM, USA. Invited Paper. Bibtex

Alessio Sacco and Guido Marchetto.‘‘Towards Autonomous Computer Networks in Support of Critical Systems" in Proc. of 2023 IEEE/IFIP Network Operations and Management Symposiu (NOMS), 08-12 May 2023, Miami, FL, USA. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto. ‘‘Completing and Predicting Internet Traffic Matrices Using Adversarial Autoencoders and Hidden Markov Models'' in IEEE Transactions on Network and Service Management (TNSM), vol.20, no.3, pp. 2244-2258, April 2023. Bibtex

Doriana Monaco, Alessio Sacco, Enrico Alberti, Guido Marchetto and Flavio Esposito. ‘‘A Collaborative and Distributed Learning-Based Solution to Autonomously Plan Computer Networks'' in Proc. 2023 26th Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN) (pp. 1-5). 06-09 March 2023, Paris, France. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto. ‘‘Hide & Seek: Traffic Matrix Completion and Inference Using Hidden Information'' in 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC) (pp. 529-534). 8-11 January 2023, Las Vegas, NV, USA. Bibtex

Antonino Angi, Alessio Sacco, Flavio Esposito, Guido Marchetto and Alex Clemm. ‘‘Howdah: Load Profiling via In-Band Flow Classification and P4'' in Proc. 2022 18th International Conference on Network and Service Management (CNSM) (pp. 46-54). 31 October-4 November 2022, Thessaloniki, Greece. Bibtex

Alessio Sacco, Matteo Flocco, Flavio Esposito and Guido Marchetto. ‘‘Partially Oblivious Congestion Control for the Internet via Reinforcement Learning'' in IEEE Transactions on Network and Service Management (TNSM), vol. 20, no. 2, pp. 1644-1659. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto. ‘‘Restoring Application Traffic of Latency-Sensitive Networked Systems using Adversarial Autoencoders'' in IEEE Transactions on Network and Service Management (TNSM), vol. 19, no. 3, pp. 2521-2535. Bibtex

Ons Aouedi, Alessio Sacco, Kandaraj Piamrat and Guido Marchetto. ‘‘Handling Privacy-Sensitive Medical Data With Federated Learning: Challenges and Future Directions'' in IEEE Journal of Biomedical and Health Informatics (J-BHI), vol. 27, no. 2, pp. 790-803. Bibtex

Antonino Angi, Alessio Sacco, Flavio Esposito, Guido Marchetto and Alex Clemm. ‘‘NLP4: An Architecture for Intent-Driven Data Plane Programmability'' in Proc. 2022 IEEE 8th International Conference on Network Softwarization (NetSoft) (pp. 25-30). WIN workshop. 27 June-1 July, Milan, Italy. Bibtex

Alessio Sacco, Flavio Esposito, Guido Marchetto and Paolo Montuschi.‘‘A Self-Learning Strategy for Task Offloading in UAV Networks" in IEEE Transactions on Vehicular Technology (TVT), vol. 71, no. 4, pp. 4301-4311, April 2022. Bibtex

Alessio Sacco, Matteo Flocco, Flavio Esposito and Guido Marchetto. ‘‘Owl: Congestion Control with Partially Invisible Networks via Reinforcement Learning" in Proc. of The IEEE International Conference on Computer Communications (INFOCOM '21), 10-13 May 2021, Online Event. Bibtex

Aman Khalid, Flavio Esposito, Alessio Sacco, Steven C Smart. ‘‘EdgeEcho: An Architecture for Echocardiology at the Edge" in Proc. of 17th International Conference on Network and Service Management (CNSM), 412-416, 25-29 October 2021, Online Event. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto.‘‘On Control and Data Plane Programmability for Data-Driven Networking" in Proc. of 22nd International Conference on High Performance Switching and Routing (HPSR), 7-10 June 2021, Online Event. Invited Paper. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto. ‘‘Resource Inference for Sustainable and Responsive Task Offloading in Challenged Edge Networks''' in IEEE Transactions on Green Communications and Networking (TGCN), vol. 5, no. 3, pp. 1114-1127, September 2021. Bibtex

Alessio Sacco, Flavio Esposito, Guido Marchetto and Paolo Montuschi.‘‘Sustainable Task Offloading in UAV Networks via Multi-Agent Reinforcement Learning" in IEEE Transactions on Vehicular Technology (TVT), vol. 7, no. 5, pp. 5003-5015, April 2021. Bibtex

Alessio Sacco, Matteo Flocco, Flavio Esposito and Guido Marchetto.‘‘Supporting Sustainable Virtual Network Mutations with Mystique" in IEEE Transactions on Network and Service Management (TNSM), vol.18, no.3, pp. 2714-2727, February 2021. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto. ‘‘A Distributed Reinforcement Learning Approach for Energy and Congestion-Aware Edge Networks" in Proc. of The 16th International Conference on emerging Networking EXperiments and Technologies (CoNEXT), Poster, 1-4 December 2020, Online Event. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto. ‘‘Resource Inference for Task Migration in Challenged Edge Networks with RITMO" in Proc. of The 9th IEEE International Conference on Cloud Networking (CloudNet ’20),(pp. 1-7). 9-11 November 2020, Online Event. Bibtex

Alessio Sacco, Flavio Esposito, Guido Marchetto, Grant Kolar, and Kate Schwetye.‘‘On Edge Computing for Remote Pathology Consultations and Computations" in IEEE Journal of Biomedical and Health Informatics (J-BHI), 24 (9), 2523-2534, July 2020. Bibtex

Alessio Sacco, Matteo Flocco, Flavio Esposito and Guido Marchetto.‘‘An Architecture for Adaptive Task Planning in Support of IoT-based Machine Learning Applications for Disaster Scenarios" in Computer Communication, 160, 769-778, July 2020. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto.‘‘A Federated Learning Approach to Routing in Challenged SDN-Enabled Edge Networks" in Proc. of IEEE Conference on Network Softwarization (NetSoft). Short paper. 29 June-3 July 2020, Online Event. Bibtex

Alessio Sacco, Guido Marchetto, Riccardo Sisto and Fulvio Valenza.‘‘Work-in-Progress: A Formal Approach to Verify Fault Tolerance in Industrial Network Systems" in Proc. of 16th IEEE International Conference on Factory Communication Systems (WFCS). WiP. 27-29 April 2020, Online Event. Bibtex

Alessio Sacco, Flavio Esposito and Guido Marchetto.‘‘RoPE: An Architecture for Adaptive Data-Driven Routing Prediction at the Edge" in IEEE Transactions on Network and Service Management (TNSM), vol. 17, no. 2, pp. 986-999, June 2020. Bibtex

Agnese Ventrella, Flavio Esposito, Alessio Sacco, Matteo Flocco, Guido Marchetto and Srikanth Gururajan.‘‘APRON: an Architecture for Adaptive Task Planning of Internet of Things in Challenged Edge Networks" in Proc. of The 8th IEEE International Conference on Cloud Networking (CloudNet ’19), 4-6 November 2019, Coimbra, Portugal. Bibtex

Alessio Sacco, Flavio Esposito, Princewill Okorie and Guido Marchetto.‘‘LiveMicro: An Edge Computing System for Collaborative Telepathology" in Proc. of The 2nd USENIX Workshop on Hot Topics in Edge Computing (HotEdge ’19), July 9th, Renton, WA. Bibtex

Xu Tao, Flavio Esposito, Alessio Sacco and Guido Marchetto. ‘‘A Policy-Based Architecture for Container Migration in Software Defined Infrastructures." in Proc. of IEEE Conference on Network Softwarization (NetSoft). Short paper. 24-28 June 2019, Paris, France. Bibtex