Publications

AuthorPublication TitleConference NameOpen Access
Theofanis P. Raptis, Claudio Cicconetti, Manolis Falelakis, Tassos Kanellos, Tomás Pariente LoboDesign Guidelines for Apache Kafka Driven Data Management and Distribution in Smart Cities2022 IEEE International Smart Cities Conference (ISC2)zenodo
Arian Bakhtiarnia; Qi Zhang; Alexandros IosifidisAccurate Gigapixel Crowd Counting by Iterative Zooming and RefinementIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2024)zenodo
Arian Bakhtiarnia; Qi Zhang1; Alexandros IosifidisCrowd Counting on Heavily Compressed Images with Curriculum Pre-Training2023 IEEE Symposium Series on Computational Intelligence (SSCI 2023)zenodo
George Hatzivasilis, Sotiris Ioannidis, Grigoris Kalogiannis, Manolis Chatzimpyrros, George Spanoudakis, Guillermo Jiménez Prieto, Araceli Rojas Morgan, Miguel Juaniz Lopez, Cataldo Basile, Jose Francisco RuizContinuous Security Assurance of Modern Supply- Chain Ecosystems with Application in Autonomous DrivingIEEE CSR Workshop on Cyber Resilience and Economics (CRE)zenodo
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis and Moncef GabboujLearning distinctive features helps, provablyEuropean Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2023)zenodo
Arian Bakhtiarnia, Qi Zhang, and Alexandros IosifidisPromptMix: Textto-image diffusion models enhance the performance of lightweight networksInternational Joint Conference on Neural Networks (IJCNN 2023)zenodo
A. Armacki, D. Bajovic, D. Jakovetic and S. KarOne-shot Federated Learning for Model Clustering and Learning in Heterogeneous EnvironmentsPreprintzenodo
D. Bajovic, D. Jakovetic, and S. KarLarge Deviations Rates for Stochastic Gradient Descent with Strongly Convex FunctionsPreprintzenodo
Irene Martín-Morató, Francesco Paissan, Alberto Ancilotto, Toni Heittola, Annamaria Mesaros, Elisabetta Farella, Alessio Brutti, and Tuomas VirtanenLow-complexity acoustic scene classification in DCASE2022 ChallengeLow-Complexity Acoustic Scene Classification in DCASE 2022 Challengezenodo
Giulio Mattolin; Luca Zanella, Elisa Ricci, Yiming WangConfMix: Unsupervised Domain Adaptation for Object Detection via Confidence-based MixingEEE/CVF Winter Conference on Applications of Computer Vision 2023 (WACV 2023)zenodo
Alessandro Cont, Paolo Rota, Yiming Wang, Elisa RicciCluster-level pseudo-labelling for source-free cross-domain facial expression recognitionThe 33rd British Machine Vision Conference (BMVC 2022)zenodo
Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Soummya KarPersonalized Federated Learning via Convex Clustering8th IEEE International Smart Cities Conference 2022, MARV workshopzenodo
Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Soummya KarGradient based clustering39th International Conference on Machine Learningzenodo
Carlo Puliafito, Claudio Cicconetti, Marco Conti, Enzo Mingozzi, Andrea PassarellaStateless or stateful FaaS? I’ll take both!International Conference on Smart Computing (SMARTCOMP)zenodo
Alberto Ancilotto; Francesco Paissan; Elisabetta FarellaOn the Role of Smart Vision Sensors in Energy-Efficient Computer Vision at the Edge2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)zenodo
Kateryna Chumachenko, Alexandros Iosifidis and Moncef GabboujWeighted Edit Distance for Country Code Recognition in License PlatesEuropean Signal Processing Conferencezenodo
Arian Bakhtiarnia, Nikola Milosevic, Qi Zhang, Dragana Bajovic and Alexandros IosifidisDynamic Split Computing for Efficient Deep Edge IntelligenceICML 2022 Workshop on Dynamic Neural Networkszenodo
Christos Tzagkarakis, Pavlos Charalampidis, Stylianos Roubakis, Alexandros Fragkiadakis and Sotiris IoannidisEvaluating Short-Term Forecasting of Multiple Time Series in IoT Environments30th European Signal Processing Conference (EUSIPCO 2022)zenodo
Theofanis P. Raptis, Andrea PassarellaOn Efficiently Partitioning a Topic in Apache Kafka2022 International Conference on Computer, Information, and Telecommunication Systems (CITS)zenodo
Alessio Brutti, Francesco Paissan, Alberto Ancilotto, Elisabetta FarellaOptimizing PhiNet architectures for the detection of urban sounds on low-end devices30th European Signal Processing Conference, EUSIPCO 2022zenodo
Rafail Tsirbas, Giorgos Vasiliadis, Sotiris IoannidisThe Best of Many Worlds: Scheduling Machine Learning Inference on CPU-GPU Integrated Architectures2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW2022)zenodo
Francesco Paissan, Alberto Ancilotto, Alessio Brutti, Elisabetta FarellaScalable neural architectures for end-to-end environmental sound classificationIEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP)zenodo
Luca Zanella, Yiming Wang, Nicola Dall Asen, Alberto Ancilotto, Francesco Paissan, Elisa Ricci, Elisabetta Farella, Alessio Brutti and Marco PistoreResponsible AI at the edge: towards privacy-preserving smart citiesItal-IA 2022 Convegno del Laboratorio nazionale CINI-AIISzenodo
Arian Bakhtiarnia, Qi Zhang, Alexandros IosifidisMulti-Exit Vision Transformer for Dynamic Inference32nd British Machine Vision Conferencezenodo
Parthasaarathy Sudarsanam, Archontis Politis, Konstantinos DrossosAssessment of Self-Attention on Learned Features For Sound Event Localization and DetectionDCASE Challengezenodo
Jan Berg, Konstantinos DrossosContinual Learning for Automated Audio Captioning Using The Learning Without Forgetting ApproachDCASE Challengezenodo
Andreas Triantafyllopoulos, Manuel Milling, Konstantinos Drossos, Björn W. SchullerFairness and underspecification in acoustic scene classification: The case for disaggregated evaluations DCASE Challengezenodo
Andrea Simonelli, Samuel Rota Bulò, Lorenzo Porzi, Peter Kontschieder, Elisa RicciAre We Missing Confidence in Pseudo-LiDAR Methods for Monocular 3D Object Detection?International Conference on Computer Vision 2021zenodo
Dragana Bajovic, Arian Bakhtiarnia et. alMARVEL: Multimodal Extreme Scale Data Analytics for Smart Cities EnvironmentsFourth International Balkan Conference on Communications and Networking (BalkanCom 2021)zenodo
Einari Vaaras, Sari Ahlqvist-Björkroth, Konstantinos Drossos, Okko RäsänenAutomatic Analysis of the Emotional Content of Speech in Daylong Child-Centered Recordings from a Neonatal Intensive Care UnitInterspeech 2021zenodo
An Tran, Konstantinos Drossos, Tuomas VirtanenWaveTransformer: An Architecture for Audio Captioning Based on Learning Temporal and Time-Frequency Information2021 29th European Signal Processing Conference (EUSIPCO)zenodo
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef GabboujWithin-layer Diversity Reduces Generalization GapICML-21zenodo
Arian Bakhtiarnia, Qi Zhang, Alexandros IosifidisImproving the Accuracy of Early Exits in Multi-Exit Architectures via Curriculum LearningIJCNN 2021zenodo
Francesco Paissan, Massimo Gottardi, Elisabetta FarellaEnabling energy efficient machine learning on a Ultra-Low-Power vision sensor for IoTSLOHA 2021 zenodo
Burkhardt Felix, Derington Anna, Kahlau Matthias, Scherer Klaus, Eyben Florian, Schuller, BjornMasking Speech Contents by Random Splicing: is Emotional Expression Preserved?ICASSP 2023 – 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)zenodo
Burkhardt Felix, Wagner Johannes, Wierstorf Hagen, Eyben Florian, Schuller BjörnSpeech-based Age and Gender Prediction with TransformersSpeech Communication; 15th ITG Conferencezenodo

AuthorPublication TitleTitle of the Journal/Magazine:Open Access
Theofanis P. Raptis, Claudio Cicconetti, Andrea PassarellaEfficient topic partitioning of Apache Kafka for high-reliability real-time data streaming applicationsFuture Generation Computer Systemszenodo
Giacomo Lanciano; Remo Andreoli; Tommaso Cucinotta; Davide Bacciu University of Pisa, Italy ; Andrea PassarellaA 2-Phase Strategy for Intelligent Cloud OperationsIEEE Accesszenodo
Theofanis P. Raptis, Andrea PassarellaA Survey on Networked Data Streaming With Apache KafkaIEEE Accesszenodo
Theofanis P. Raptis, Claudio Cicconetti, Manolis Falelakis, Grigorios Kalogiannis, Tassos Kanellos, Tomás Pariente LoboEngineering Resource-Efficient Data Management for Smart Cities with Apache KafkaFuture Internetzenodo
D. BajovicInaccuracy Rates for Distributed Inference over Random Networks with Applications to Social LearningIEEE Transactions on Information Theoryzenodo
A. Armacki, D. Bajovic, D. Jakovetic and S. KarNon-linear Gradient Mappings and Stochastic Optimization: a General Framework with Applications to Heavy-Tail NoiseSIAM Journal on Optimizationzenodo
Claudio Cicconetti, Marco Conti, Andrea PassarellaFaaS execution models for edge applicationsPervasive and Mobile Computingzenodo
Claudio Cicconetti; Marco Conti; Andrea PassarellaIn-Network Computing With Function as a Service at the EdgeIEEE Computerzenodo
Carlo Puliafito; Claudio Cicconetti; Marco Conti; Enzo Mingozzi; Andrea PassarellaStateful Function as a Service at the EdgeIEEE Computerzenodo
Francesco Paissan, Alberto Ancilotto, and Elisabetta FarellaPhiNets: a scalable backbone for low-power AI at the edgeACM Transactions on Embedded Computing Systemszenodo
Pietro Cassará, Alberto Gotta, Lorenzo ValerioFederated Feature Selection for Cyber-Physical Systems of SystemsIEEE Transactions on Vehicular Technologyzenodo
Mert Seker, Ansi Mannisto, Alexandros Iosifidis and Jenni RaitoharjuAutomatic Social Distance Estimation From Images: Performance Evaluation, Test Benchmark, and Algorithmpreprintzenodo
Arian Bakhtiarnia, Qi Zhang and Alexandros IosifidisSingle-Layer Transformers for More Accurate Early Exits with Less OverheadNeural Networkszenodo
Arian Bakhtiarnia, Qi Zhang, & Alexandros IosifidisEfficient High-Resolution Deep Learning: A SurveyACM Computing Surveyszenodo
Petrović, Nemanja; Bajović, Dragana; Kar, Soummya; Jakovetić, Dušan; Sahu, Anit KumarLarge Deviations for Products of Non-Identically Distributed Network Matrices With Applications to Communication-Efficient Distributed Learning and InferenceIEEE Transactions on Signal Processingzenodo
Dusan Jakovetic, Manojlo Vukovic, Dragana Bajovic, Anit Kumar Sahu, Soummya KarDistributed Recursive Estimation under Heavy-Tail Communication NoiseSIAM Journal on Control and Optimization.zenodo
Manojlo Vukovic, Dusan Jakovetic, Dragana Bajovic, Soummya KarNonlinear consensus+innovations under correlated heavy-tailed noises: Mean square convergence rate and asymptoticsSIAM Journal on Control and Optimizationzenodo
Ancilotto, Alberto and Paissan, Francesco and Farella, ElisabettaXimSwap: Many-to-Many Face Swapping for TinyMLACM Transactions on Embedded Computing Systemszenodo
Nikola Simic, Siniša Suzic, Nemanja Miloševic, Vuk Stanojev, Tijana Nosek, Branislav Popovic and Dragana Bajovic ́Enhancing Emotion Recognition through Federated Learning: A Multimodal Approach with Convolutional Neural NetworksApplied Scienceszenodo
Lorenzo Valerio, Franco Maria Nardini, Andrea Passarella, Raffaele PeregoDynamic hard pruning of Neural Networks at the edge of the internetJournal of Network and Computer Applications Vol. 200zenodo
Gianmarco Cerutti, Renzo Andri, Lukas Cavigelli, Michele Magno, Elisabetta Farella, Luca Benini.Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural NetworksIEEE Transactions on Circuits and Systems Izenodo
Kateryna Chumachenko, Alexandros Iosifidis, Moncef GabboujFeedforward neural networks initialization based on discriminant learningNeural Networkszenodo
Andres Ferraro, Xavier Favory, Konstantinos Drossos, Yuntae Kim, Dmitry BogdanovEnriched Music Representations With Multiple Cross-Modal Contrastive LearningIEEE Signal Processing Letterszenodo
Emmanuel Rovithis, Nikolaos Moustakas, Konstantinos Vogklis, Konstantinos Drossos. Andreas FlorosDesign Recommendations for a Collaborative Game of Bird Call Recognition Based on Internet of Sound PracticesJournal of the Audio Engineering Societyzenodo

EditorsTitleJournalPublisher
Andrea Prati, Lukas Esterle, Alexandros Iosifidis, Mohan Kankanhalli, Bradley McDanelCollaborative Mobile Smart CamerasComputer Vision and Image UnderstandingElsevier
Shaohua Wan, Chen Chen, Alexandros IosifidisCross-Media Learning for Visual Question AnsweringImage and Vision ComputingElsevier

Key Facts

  • Project Coordinator: Dr. Sotiris Ioannidis
  • Institution: Foundation for Research and Technology Hellas (FORTH)
  • E-mail: marvel-info{at}marvel-project.eu 
  • Start: 01.01.2021
  • Duration: 36 months
  • Participating Organisations: 17
  • Number of countries: 12

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Funding

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This project has received funding from the European Union’s Horizon 2020 Research and Innovation program under grant agreement No 957337. The website reflects only the view of the author(s) and the Commission is not responsible for any use that may be made of the information it contains.