Deliverables Demonstrators, pilots, prototypes (3) Interim Report on Engineering Methods and Architecture Patterns of Dependable CPSoS Interim Report on Engineering Methods and Architecture Patterns of Dependable CPSoS Report on integrated mockup of the AIaaS system Report on integrated mockup of the AIaaS system Refined requirement specifications and preliminary release of the computing and communication platform Refined requirement specifications and preliminary release of the computing and communication platform Documents, reports (14) Mid-term update of stakeholders’ engagement plan, dissemination and exploitation mid-term reports Mid-term update of stakeholders’ engagement plan, dissemination and exploitation mid-term reports Final dissemination and exploitation report Final dissemination and exploitation report Report on TEACHING related technologies SoA and derived CPSoS requirements Report on TEACHING related technologies SoA and derived CPSoS requirements State-of-the-art analysis and preliminary requirement specifications for the computing and communication platform State-of-the-art analysis and preliminary requirement specifications for the computing and communication platform Overview of AI standardization D65 Overview of AI standardization 36Overview of the AI standardization landscape with a focus on safe AI and the usage for road vehicles Final report on the distribution of the Community contribution Final report on the distribution of the Community contribution Report on TEACHING CPSoS integration and on Human Centred Design outcomes Report on TEACHING CPSoS integration and on Human Centred Design outcomes Initial use case specifications Initial use case specifications Market analysis, business plan and long-term sustainability report Market analysis, business plan and long-term sustainability report TEACHING CPSoS architecture and specifications TEACHING CPSoS architecture and specifications Initial plans for stakeholders’ engagement, dissemination and exploitation of results Initial plans for stakeholders’ engagement, dissemination and exploitation of results Initial report on the AIaaS system First report on the AIaaS system, including state-of-the-art analysis, preliminary requirement specifications and design. Use case evaluation report Use case evaluation report Initial Report on Engineering Methods and Architecture Patterns of Dependable CPSoS Initial Report on Engineering Methods and Architecture Patterns of Dependable CPSoS Open Research Data Pilot (1) AI models training dataset AI models training dataset Publications Peer reviewed articles (18) A Deep Classifier for Upper-Limbs Motor Anticipation Tasks in an Online BCI Setting Author(s): Andrea Valenti, Michele Barsotti, Davide Bacciu, Luca Ascari Published in: Bioengineering, Issue 8/2, 2021, Page(s) 21, ISSN 2306-5354 Publisher: MDPI DOI: 10.3390/bioengineering8020021 Catastrophic Forgetting in Deep Graph Networks: A Graph Classification Benchmark Author(s): A. Carta, A., Cossu, F. Errica, D.Bacciu Published in: Frontiers in Artificial Intelligence, 2022, ISSN 2624-8212 Publisher: Frontiers DOI: 10.3389/frai.2022.824655 Topographic mapping for quality inspection and intelligent filtering of smart-bracelet data Author(s): Davide Bacciu, Gioele Bertoncini, Davide Morelli Published in: Neural Computing and Applications, 2021, ISSN 0941-0643 Publisher: Springer Verlag DOI: 10.1007/s00521-020-05600-4 Federated Feature Selection for Cyber-Physical Systems of Systems Author(s): Cassará, Pietro; Gotta, Alberto; Valerio, Lorenzo Published in: IEEE Transactions on Vehicular Technology, Issue 9, 2022, ISSN 1939-9359 Publisher: IEEE DOI: 10.1109/tvt.2022.3178612 DSPBench: A Suite of Benchmark Applications for Distributed Data Stream Processing Systems Author(s): Maycon Viana Bordin, Dalvan Griebler, Gabriele Mencagli, Claudio F. R. Geyer, Luiz Gustavo L. Fernandes Published in: IEEE Access, Issue 8, 2020, Page(s) 222900-222917, ISSN 2169-3536 Publisher: Institute of Electrical and Electronics Engineers Inc. DOI: 10.1109/access.2020.3043948 Artificial intelligence of things at the edge: Scalable and efficient distributed learning for massive scenarios Author(s): Saira Bano; Nicola Tonellotto; Pietro Cassara; Alberto Gotta Published in: Computer Communications, Issue Volume 205, 1 May 2023, 2023, Page(s) 45-57, ISSN 0140-3664 Publisher: Elsevier BV DOI: 10.1016/j.comcom.2023.04.010 Is Class-Incremental Enough for Continual Learning? Author(s): Cossu, A., Graffieti, G., Pellegrini, L., Maltoni, D., Bacciu, D., Carta, A., & Lomonaco, V Published in: Frontiers in Artificial Intelligence, 2022, ISSN 1535-6698 Publisher: Frontiers DOI: 10.3389/frai.2022.829842 Architectural richness in deep reservoir computing Author(s): Gallicchio, Claudio; Micheli, Alessio Published in: Neural Computing and Applications, Issue 9, 2022, ISSN 1433-3058 Publisher: Springer DOI: 10.1007/s00521-021-06760-7 Enhancing Acceptance and Trust in Automated Driving trough Virtual Experience on a Driving Simulator Author(s): Philipp Clement; Omar Veledar; Clemens Könczöl; Herbert Danzinger; Markus Posch; Arno Eichberger; Georg Macher Published in: Energies, (2022), Issue Vol 15, 2022, ISSN 1996-1073 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/en15030781 Universal Adversarial Attacks on the Raw Data From a Frequency Modulated Continuous Wave Radar Author(s): Jakob Valtl; Vadim Issakov Published in: IEEE Access, Issue vol. 10, 2022, Page(s) 114092-114102, ISSN 2169-3536 Publisher: Institute of Electrical and Electronics Engineers Inc. DOI: 10.1109/access.2022.3218349 Neural network quantization in federated learning at the edge Author(s): Tonellotto, Nicola; Gotta, Alberto; Nardini, Franco Maria; Gadler, Daniele; Silvestri, Fabrizio Published in: Information Sciences, 2021, ISSN 0020-0255 Publisher: Elsevier BV DOI: 10.1016/j.ins.2021.06.039 Federated Reservoir Computing Neural Networks Author(s): Davide Bacciu; Daniele Di Sarli; Pouria Faraji; Claudio Gallicchio; Alessio Micheli Published in: IJCNN, Issue 4, 2021, ISSN 2161-4407 Publisher: IEEE DOI: 10.1109/ijcnn52387.2021.9534035 WindFlow: High-Speed Continuous Stream Processing With Parallel Building Blocks Author(s): Gabriele Mencagli, Massimo Torquati, Andrea Cardaci, Alessandra Fais, Luca Rinaldi, Marco Danelutto Published in: IEEE Transactions on Parallel and Distributed Systems, Issue 32/11, 2021, Page(s) 2748-2763, ISSN 1045-9219 Publisher: Institute of Electrical and Electronics Engineers DOI: 10.1109/tpds.2021.3073970 Towards a security-driven automotive development lifecycle Author(s): Dobaj J., Macher G., Ekert D., Riel A. Published in: Journal of Software: Evolution and Process, Issue 35(1), 2021, ISSN 2047-7481 Publisher: John Wiley and Sons Ltd DOI: 10.1002/smr.2407 Continual learning for recurrent neural networks: An empirical evaluation Author(s): Andrea Cossu, Antonio Carta, Vincenzo Lomonaco, Davide Bacciu Published in: Neural Networks, Issue 143, 2021, Page(s) 607-627, ISSN 0893-6080 Publisher: Pergamon Press Ltd. DOI: 10.1016/j.neunet.2021.07.021 On the effectiveness of Gated Echo State Networks for data exhibiting long-term dependencies Author(s): D. Di Sarli, C. Gallicchio, A. Micheli Published in: Computer Science and Information System, 2022, ISSN 1820-0214 Publisher: ComSIS Consortium DOI: 10.2298/csis210218063d Cybersecurity Threat Analysis, Risk Assessment and Design Patterns for Automotive Networked Embedded Systems: A Case Study Author(s): Dobaj J., Ekert D., Stolfa J., Stolfa S., Macher G., Messnarz R. Published in: Journal of Universal Computer Science, Issue vol. 27, no. 8, 2021, Page(s) 830-849, ISSN 0948-6968 Publisher: Springer Verlag DOI: 10.3897/jucs.72367 Neural network quantization in federated learning at the edge Author(s): Gotta, Alberto; Tonellotto, Nicola; Nardini, Franco Maria; Silvestri, Fabrizio; Gadler, Daniele Published in: Information Sciences, Issue 2, 2021, ISSN 0020-0255 Publisher: Elsevier BV DOI: 10.1016/j.ins.2021.06.039 Conference proceedings (47) AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving Author(s): Decaro, Valerio; Bano, Saira; Machumilane, Achilles; Gotta, Alberto; Cassarà, Pietro; Carta, Antonio; Semola, Rudy; Sardianos. Christos; Chronis, Christos; Varlamis, Iraklis; Tserpes, Konstantinos; Lomonaco, Vincenzo; Gallicchio, Claudio; Bacciu, Davide Published in: Issue 5, 2022 Publisher: IEEE DOI: 10.1109/PerComWorkshops53856.2022.9767501 Safety and Robustness for Deep Neural Networks: An Automotive Use Case Author(s): Bacciu, Davide; Carta, Antonio; Gallicchio, Claudio; Schmittner, Christoph Published in: Proceedings of SAFECOMP 2023 Workshop, 2023 Publisher: Springer DOI: 10.5281/zenodo.8183783 Continual Learning with Echo State Networks Author(s): Andrea Cossu; Davide Bacciu; Antonio Carta; Claudio Gallicchio; Vincenzo Lomonaco Published in: 2021 Publisher: i6doc DOI: 10.5281/zenodo.5164243 Impact of Network Topology on the Convergence of Decentralized Federated Learning Systems Author(s): Kavalionak, Hanna; Carlini, Emanuele; Dazzi, Patrizio; Ferrucci, Luca; Mordacchini, Matteo; Coppola, Massimo Published in: 2021 IEEE Symposium on Computers and Communications (ISCC), Athens, Greece, 2021, 2021 Publisher: IEEE DOI: 10.1109/iscc53001.2021.9631460 Drivers Stress Identification in Real-World Driving Tasks Author(s): Bano Saira Published in: Issue 4, 2022 Publisher: IEEE DOI: 10.1109/PerComWorkshops53856.2022.9767455 The Cybersecurity Extension for ASPICE - A View from ASPICE Assessors Author(s): Schlager C., Macher G. Published in: In: Yilmaz, M., Clarke, P., Messnarz, R., Reiner, M. (eds) Systems, Software and Services Process Improvement. EuroSPI 2021. Communications in Computer and Information Science, Issue vol 1442, 2021 Publisher: Springer Cham DOI: 10.1007/978-3-030-85521-5_27 Online federated learning with imbalanced class distribution Author(s): Konstantinos Giorgas, Iraklis Varlamis Published in: 24th Pan-Hellenic Conference on Informatics, 2020, Page(s) 91-95, ISBN 9781450388979 Publisher: ACM DOI: 10.1145/3437120.3437282 Autonomous Platform based on Small-Scale Car for Versatile Data Collection and Algorithm Verification Author(s): Valtl, Jakob; Mendez, Javier; Pagalajar Cuellar, Manuel; Issakov, Vadim Published in: 2021 Publisher: IEEE DOI: 10.5281/zenodo.4665844 A Novel Approach to Distributed Model Aggregation Using Apache Kafka Author(s): Bano, Saira; Carlini, Emanuele; Cassara', Pietro; Coppola, Massimo; Dazzi, Patrizio; Gotta, Alberto Published in: FRAME '22: Proceedings of the 2nd Workshop on Flexible Resource and Application Management on the Edge, Issue 3, 2022 Publisher: ACM Digital Library DOI: 10.1145/3526059.3533621 Investigation for the Need of Traditional Data-Preprocessing when Applying Artificial Neural Networks to FMCW-Radar Data Author(s): Jakob Valtl; Javier Mendez; Gianfranco Mauro; Antonio Cabrera; Vadim Issakov Published in: Proc. 29th International Conference on Systems, Signals and Image Processing “IWSSIP 2022, Issue 1, 2022, ISBN 978-1-6654-9578-3 Publisher: Springer DOI: 10.1109/IWSSIP55020.2022.9854472 A Rapid Prototyping System, Intelligent Watchdog and Gateway Tool for Automotive Applications Author(s): Maid Dzambic, Christoph Kreuzberger, Omar Veledar, Georg Macher Published in: 2021 IEEE 18th International Conference on Software Architecture Companion (ICSA-C), 2021, Page(s) 149-154, ISBN 978-1-6654-3910-7 Publisher: IEEE DOI: 10.1109/icsa-c52384.2021.00037 Prediction of Driver's Stress Affection in Autonomous Driving Simulations Author(s): Valerio De Caro; Herbert Danzinger; Claudio Gallicchio; Clemens Könczöl; Vincenzo Lomonaco; Mina Marmpena; Sevasti Politi; Omar Veledar; Davide Bacciu Published in: 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), 2023, ISBN 979-8-3503-0261-5 Publisher: IEEE DOI: 10.1109/icasspw59220.2023.10193353 Residual Reservoir Computing Neural Networks for Time-series Classification Author(s): Ceni, Andrea, & Gallicchio, Claudio Published in: Proceedings of ESANN 2023, 2023 Publisher: i6doc DOI: 10.5281/zenodo.8233789 Towards Functional Safety Compliance of Recurrent Neural NetworkS Author(s): Davide Bacciu, Antonio Carta, Daniele Di Sarli, Claudio Gallicchio, Vincenzo Lomonaco, Salvatore Petroni Published in: Proceedings of the 1st International Conference on AI for People: Towards Sustainable AI, CAIP 2021, 20-24 November 2021, Bologna, Italy, 2021 Publisher: EAI DOI: 10.4108/eai.20-11-2021.2314139 KafkaFed: Two-Tier Federated Learning Communication Architecture for Internet of Vehicles Author(s): Bano, Saira; Tonellotto, Nicola; Cassarà, Pietro; Gotta, Alberto Published in: 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), Issue 9, 2022 Publisher: IEEE DOI: 10.1109/PerComWorkshops53856.2022.9767510 TEACHING - Trustworthy autonomous cyber-physical applications through human-centred intelligence Author(s): Bacciu, Davide; Akarmazyan, Siranush; Armengaud, Eric; Bacco, Manlio; Bravos, George; Calandra, Calogero; Carlini, Emanuele; Carta, Antonio; Cassara, Pietro; Coppola, Massimo; Davalas, Charalampos; Dazzi, Patrizio; Degennaro, Maria Carmela; Di Sarli, Daniele; Dobaj, Jürgen; Gallicchio, Claudio; Girbal, Sylvain; Gotta, Alberto; Groppo, Riccardo; Lomonaco, Vincenzo; Macher, Georg; Mazzei, Daniele; Published in: Proceedings of the 2021 IEEE International Conference on Omni-layer Intelligent systems, 2021 Publisher: IEEE DOI: 10.5281/zenodo.5293769 Towards Parallel Data Stream Processing on System-on-Chip CPU+GPU Devices Author(s): Gabriele Mencagli; Dalvan Griebler; Marco Danelutto Published in: 2022 30th Euromicro International Conference on Parallel, Distributed and Network-based Processing (PDP), Valladolid, Spain, 2022, 2022, Page(s) 34-38 Publisher: IEEE DOI: 10.1109/pdp55904.2022.00014 Safety & Security monitoring convergence at the dawn of Open Hardware Author(s): Sylvain Girbal; Jimmy Le Rhun; Daniel Gracia Pérez; David Faura Published in: 11th European Conference on Embedded Real Time Software and Systems (ERTS 2022)., 2022 Publisher: SEE and 3AF associations DOI: 10.5281/zenodo.7065780 A driving profile recommender system for autonomous driving using sensor data and reinforcement learning Author(s): C. Chronis, C. Sardianos, I. Varlamis, D. Michail, K. Tserpes Published in: PCI 2021: 25th Pan-Hellenic Conference on Informatics, 2021 Publisher: ACM DL DOI: 10.1145/3503823.3503830 Communication-Efficient Ridge Regression in Federated Echo State Networks Author(s): Valerio De Caro; Antonio Di Mauro; Davide Bacciu; Claudio Gallicchio Published in: Proceedings of European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2023), 2023 Publisher: i6doc DOI: 10.5281/zenodo.8091758 Diversifying non-dissipative Reservoir Computing dynamics. Author(s): Gallicchio C. Published in: ICANN 2023, 32nd International Conference on Artificial Neural Networks, Greece from 26- 29 September 2023, 2023 Publisher: Springer DOI: 10.5281/zenodo.8233784 Measuring trust in automated driving using a multi-level approach to human factors Author(s): Clement P., Danzinger H., Veledar O., Koenczoel C., Macher G., Eichberger A. Published in: 24th Euromicro Conference on Digital System Design (DSD), Palermo, Italy, 2021,, 2021, Page(s) 410-417 Publisher: IEEE DOI: 10.1109/dsd53832.2021.00069 Input Routed Echo State Networks Author(s): Argentieri L., Gallicchio C., Micheli A. Published in: ESANN 2022 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2022 Publisher: i6doc DOI: 10.14428/esann/2022.es2022-90 Decentralized Plasticity in Reservoir Dynamical Networks for Pervasive Environments Author(s): Valerio De Caro; Davide Bacciu; Claudio Gallicchio Published in: ICML Workshop on Localized Learning (LLW), 2023 Publisher: Cambridge MA: JMLR DOI: 10.5281/zenodo.8091716 Frequency Modulated Continuous Wave Radar-Based Navigation Algorithm using Artificial Neural Network for Autonomous Driving Author(s): J. Valtl, V. Issakov Published in: 2021 IEEE International Intelligent Transportation Systems Conference (ITSC), 2021, 2021 Publisher: IEEE DOI: 10.1109/itsc48978.2021.9564750 Enabling Model-Based Security Engineering - Automated Attack Tree Generation in ThreatGet Author(s): Christoph Schmittner; Sebastian Chlup; Korbinian Christl Published in: in 4th Workshop on Management for Industry 5.0 (MFI5.0), at IFIP/IEEE NOMS 2022 - Network Operations and Management 2022 Symposium, 8–12 May 2023, 2023 Publisher: IEEE DOI: 10.5281/zenodo.8233809 A Cloud-based Continual Learning System for Road Sign Classification in Autonomous Driving Author(s): Charalampos Davalas; Dimitrios Michail; Christos Diou; Iraklis Varlamis; Konstantinos Tserpes Published in: Proceedings of the 1st International Workshop on Computational Intel- ligence for Process Mining (CI4PM) and the 1st International Workshop on Pervasive Artificial Intelligence (PAI), co-located with the IEEE World Congress on Computational Intelligence (WCCI), Padua, Italy, 18–23 July 2022, 2022 Publisher: CEUR Workshop Proceedings (CEUR-WS.org) DOI: 10.5281/zenodo.7068073 Federated Adaptation of Reservoirs via Intrinsic Plasticity Author(s): Valerio De Caro; Claudio Gallicchio; Davide Bacciu Published in: ESANN 2022 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Issue 1, 2022 Publisher: i6doc DOI: 10.14428/esann/2022.ES2022-98 Dependable Integration Concepts for Human-Centric AI-Based Systems Author(s): Georg Macher; Siranush Akarmazyan; Eric Armengaud; Davide Bacciu; Calogero Calandra; Herbert Danzinger; Patrizio Dazzi; Charalampos Davalas; Maria Carmela De Gennaro; Angela Dimitriou; Juergen Dobaj; Maid Dzambic; Lorenzo Giraudi; Sylvain Girbal; Dimitrios Michail; Roberta Peroglio; Rosaria Potenza; Farank Pourdanesh; Matthias Seidl; Christos Sardianos; Konstantinos Tserpes; Jakob Valtl; Iraklis V Published in: SAFECOMP Workshops, 2021, ISBN 978-3-030-83905-5 Publisher: Springer Cham DOI: 10.1007/978-3-030-83906-2_1 Federated Semi-Supervised Classification of Multimedia Flows for 3D Networks Author(s): Bano, Saira; Machumilane, Achilles; Valerio, Lorenzo; Cassará, Pietro; Gotta, Alberto Published in: 2022 IEEE 21st Mediterranean Electrotechnical Conference (MELECON), Issue 1, 2022 Publisher: IEEE DOI: 10.1109/MELECON53508.2022.9843104 AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving Author(s): Decaro, Valerio; Bano, Saira; Machumilane, Achilles; Gotta, Alberto; Cassarà, Pietro; Carta, Antonio; Semola, Rudy; Sardianos. Christos; Chronis, Christos; Varlamis, Iraklis; Tserpes, Konstantinos; Lomonaco, Vincenzo; Gallicchio, Claudio; Bacciu, Davide Published in: 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), Pisa, Italy, 2022, 2022, Page(s) 91-93 Publisher: IEEE DOI: 10.1109/percomworkshops53856.2022.9767501 Sparsity in Reservoir Computing Neural Networks Author(s): Claudio Gallicchio Published in: 2020 International Conference on INnovations in Intelligent SysTems and Applications (INISTA), 2020, Page(s) 1-7, ISBN 978-1-7281-6799-2 Publisher: IEEE DOI: 10.1109/inista49547.2020.9194611 Phase Transition Adaptation Author(s): Gallicchio, Claudio; Micheli, Alessio; Silvestri, Luca Published in: 2021 Publisher: IEEE DOI: 10.5281/zenodo.5256887 AI-Toolkit: a Microservices Architecture for Low-Code Decentralized Machine Intelligence Author(s): Vincenzo Lomonaco; Valerio De Caro; Claudio Gallicchio; Antonio Carta; Christos Sardianos; Iraklis Varlamis; Konstantinos Tserpes; Massimo Coppola; Mina Marmpena; Sevasti Politi; Erwin Schoitsch; Davide Bacciu Published in: 2023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW), Rhodes Island, Greece, 2023, 2023, Page(s) 1-5 Publisher: IEEE DOI: 10.1109/icasspw59220.2023.10193222 Architectural Patterns for Integrating AI Technology into Safety-Critical Systems Author(s): Dzambic M., Dobaj J., Seidl M., Macher G. Published in: EuroPLoP'21: European Conference on Pattern Languages of Programs 2021 Graz Austria July 7 - 11, 2021, 2021, ISBN 978-1-4503-8997-6 Publisher: Association for Computing Machinery DOI: 10.1145/3489449.3490014 Actor-Critic Scheduling for Path-Aware Air-to-Ground Multipath Multimedia Delivery Author(s): Achilles Machumilane; Alberto Gotta; Pietro Cassara; Giuseppe Amato; Claudio Gennaro Published in: 2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring), Helsinki, Finland, 2022, 2022 Publisher: IEEE DOI: 10.1109/VTC2022-Spring54318.2022.9860760 Improving Fairness via Intrinsic Plasticity in Echo State Networks Author(s): Andrea Ceni; Davide Bacciu; Valerio De Caro; Claudio Gallicchio; Luca Oneto Published in: ESANN 2023 - proceedings. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Issue 3, 2023 Publisher: i6doc DOI: 10.5281/zenodo.8091736 Efficient Anomaly Detection on Temporal Data via Echo State Networks and Dynamic Thresholding Author(s): Antonio Carta; Giacomo Carfì; Valerio De Caro; Claudio Gallicchio Published in: Proceedings of the 1st International Workshop on Computational Intelligence for Process Mining (CI4PM) and the 1st International Workshop on Pervasive Artificial Intelligence (PAI), co-located with the IEEE World Congress on Computational Intelligence (WCCI), Padua, Italy, 18–23 July 2022, 2022 Publisher: CEUR Workshop Proceedings (CEUR-WS.org) DOI: 10.5281/zenodo.8091088 Minimal Euler state network Author(s): Gallicchio C. Published in: 2022 International Joint Conference on Neural Networks (IJCNN), Padua, Italy, 2022, 2022 Publisher: IEEE DOI: 10.1109/ijcnn55064.2022.9892517 Reservoir Computing by Discretizing ODEs Author(s): C. Gallicchio Published in: ESANN 2021 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learnin, 2021, ISBN 978287587082 Publisher: ESANN DOI: 10.14428/esann/2021.es2021-101 FedTCS: Federated Learning with Time-based Client Selection to Optimize Edge Resources Author(s): Bano, Saira; Tonellotto, Nicola; Cassarà, Pietro; Gotta, Alberto Published in: AI6G’22: First International Workshop on Artificial Intelligence in beyond 5G and 6G Wireless Networks, July 21, 2022, Padua, Italy, Issue 2, 2022 Publisher: CEUR-WS.org DOI: 10.5281/zenodo.7018495 Computationally Efficient Rehearsal for Online Continual Learning Author(s): Charalampos Davalas; Dimitrios Michail; Christos Diou; Iraklis Varlamis; Konstantinos Tserpes Published in: Image Analysis and Processing – ICIAP 2022: 21st International Conference, Lecce, Italy, May 23–27, 2022, Proceedings, Part IIIComputationally Efficient Rehearsal for Online Continual Learning, Issue 7, 2022 Publisher: ACM DOI: 10.1007/978-3-031-06433-3_4 Impact of network topology on the convergence of decentralized federated learning systems Author(s): Hanna Kavalionak; Emanuele Carlini; Patrizio Dazzi; Luca Ferrucci; Matteo Mordacchini; Massimo Coppola Published in: info:cnr-pdr/source/autori:Kavalionak H.; Carlini E.; Dazzi P.; Ferrucci L.; Mordacchini M.; Coppola M./congresso_nome:ISCC 2021 - 26th IEEE Symposium on Computers and Communications/congresso_luogo:Athens, Greece/congresso_data:05-08%2F09%2F2021/anno:2021/pagina_da:/pagina_a:/intervallo_pagine:, Issue 2, 2021 Publisher: IEEE DOI: 10.1109/iscc53001.2021.9631460 Decentralized federated learning and network topologies: an empirical study on convergence Author(s): Kavalionak H.; Carlini E.; Dazzi P.; Ferrucci L.; Mordacchini M.; Coppola M. Published in: SEBD 2022 - 30th Italian Symposium on Advanced Database Systems, pp. 317–324, Tirrenia, Pisa, Italy, 19-22/06/2022, 2022 Publisher: CEUR Workshop Proceedings (CEUR-WS.org) Lachesis: a middleware for customizing OS scheduling of stream processing queries Author(s): Dimitris Palyvos-Giannas; Gabriele Mencagli; Papatriantafilou, Marina; Vincenzo Gulisano Published in: Middleware '21: Proceedings of the 22nd International Middleware Conference, 2021 Publisher: Association for Computing Machinery DOI: 10.1145/3464298.3493407 Orthogonality in Additive Reservoir Computing Author(s): Ceni A., Gallicchio C. Published in: ESANN 2022 proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2022 Publisher: i6doc DOI: 10.14428/esann/2022.es2022-47 Gated Echo State Networks: a preliminary study Author(s): Daniele Di Sarli, Claudio Gallicchio, Alessio Micheli Published in: 2020 International Conference on INnovations in Intelligent SysTems and Applications (INISTA), 2020, Page(s) 1-5, ISBN 978-1-7281-6799-2 Publisher: IEEE DOI: 10.1109/inista49547.2020.9194681 Book chapters (3) Benchmarking Reservoir and Recurrent Neural Networks for Human State and Activity Recognition Author(s): Davide Bacciu, Daniele Di Sarli, Claudio Gallicchio, Alessio Micheli, Niccolò Puccinelli Published in: Advances in Computational Intelligence - 16th International Work-Conference on Artificial Neural Networks, IWANN 2021, Virtual Event, June 16–18, 2021, Proceedings, Part II, Issue 12862, 2021, Page(s) 168-179, ISBN 978-3-030-85098-2 Publisher: Springer International Publishing DOI: 10.1007/978-3-030-85099-9_14 Autonomous Vehicle Systems in Intelligent Interconnected Transportation Networks Author(s): Chronis C., Tserpes K., Varlamis I. Published in: Interconnected Modern Multi-Energy Networks and Intelligent Transportation Systems: Towards a Green Economy and Sustainable Development, 2023 Publisher: Wiley-IEEE Press DOI: 10.5281/zenodo.8272141 Practical Recommendations for Replay-Based Continual Learning Methods Author(s): Merlin, G., Lomonaco, V., Cossu, A., Carta, A., Bacciu, D. Published in: Part of the Lecture Notes in Computer Science book series (LNCS,volume 13374), 2022 Publisher: Springer DOI: 10.1007/978-3-031-13324-4_47 Searching for OpenAIRE data... There was an error trying to search data from OpenAIRE No results available
