Publications

Conference/Workshop Publications
Journal / Magazine Publications
Special Issues

Author	Publication Title	Conference Name	Open Access
Theofanis P. Raptis, Claudio Cicconetti, Manolis Falelakis, Tassos Kanellos, Tomás Pariente Lobo	Design Guidelines for Apache Kafka Driven Data Management and Distribution in Smart Cities	2022 IEEE International Smart Cities Conference (ISC2)	zenodo
Arian Bakhtiarnia; Qi Zhang; Alexandros Iosifidis	Accurate Gigapixel Crowd Counting by Iterative Zooming and Refinement	IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2024)	zenodo
Arian Bakhtiarnia; Qi Zhang1; Alexandros Iosifidis	Crowd Counting on Heavily Compressed Images with Curriculum Pre-Training	2023 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 Ruiz	Continuous Security Assurance of Modern Supply- Chain Ecosystems with Application in Autonomous Driving	IEEE CSR Workshop on Cyber Resilience and Economics (CRE)	zenodo
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis and Moncef Gabbouj	Learning distinctive features helps, provably	European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2023)	zenodo
Arian Bakhtiarnia, Qi Zhang, and Alexandros Iosifidis	PromptMix: Textto-image diffusion models enhance the performance of lightweight networks	International Joint Conference on Neural Networks (IJCNN 2023)	zenodo
A. Armacki, D. Bajovic, D. Jakovetic and S. Kar	One-shot Federated Learning for Model Clustering and Learning in Heterogeneous Environments	Preprint	zenodo
D. Bajovic, D. Jakovetic, and S. Kar	Large Deviations Rates for Stochastic Gradient Descent with Strongly Convex Functions	Preprint	zenodo
Irene Martín-Morató, Francesco Paissan, Alberto Ancilotto, Toni Heittola, Annamaria Mesaros, Elisabetta Farella, Alessio Brutti, and Tuomas Virtanen	Low-complexity acoustic scene classification in DCASE2022 Challenge	Low-Complexity Acoustic Scene Classification in DCASE 2022 Challenge	zenodo
Giulio Mattolin; Luca Zanella, Elisa Ricci, Yiming Wang	ConfMix: Unsupervised Domain Adaptation for Object Detection via Confidence-based Mixing	EEE/CVF Winter Conference on Applications of Computer Vision 2023 (WACV 2023)	zenodo
Alessandro Cont, Paolo Rota, Yiming Wang, Elisa Ricci	Cluster-level pseudo-labelling for source-free cross-domain facial expression recognition	The 33rd British Machine Vision Conference (BMVC 2022)	zenodo
Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Soummya Kar	Personalized Federated Learning via Convex Clustering	8th IEEE International Smart Cities Conference 2022, MARV workshop	zenodo
Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Soummya Kar	Gradient based clustering	39th International Conference on Machine Learning	zenodo
Carlo Puliafito, Claudio Cicconetti, Marco Conti, Enzo Mingozzi, Andrea Passarella	Stateless or stateful FaaS? I’ll take both!	International Conference on Smart Computing (SMARTCOMP)	zenodo
Alberto Ancilotto; Francesco Paissan; Elisabetta Farella	On the Role of Smart Vision Sensors in Energy-Efficient Computer Vision at the Edge	2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)	zenodo
Kateryna Chumachenko, Alexandros Iosifidis and Moncef Gabbouj	Weighted Edit Distance for Country Code Recognition in License Plates	European Signal Processing Conference	zenodo
Arian Bakhtiarnia, Nikola Milosevic, Qi Zhang, Dragana Bajovic and Alexandros Iosifidis	Dynamic Split Computing for Efficient Deep Edge Intelligence	ICML 2022 Workshop on Dynamic Neural Networks	zenodo
Christos Tzagkarakis, Pavlos Charalampidis, Stylianos Roubakis, Alexandros Fragkiadakis and Sotiris Ioannidis	Evaluating Short-Term Forecasting of Multiple Time Series in IoT Environments	30th European Signal Processing Conference (EUSIPCO 2022)	zenodo
Theofanis P. Raptis, Andrea Passarella	On Efficiently Partitioning a Topic in Apache Kafka	2022 International Conference on Computer, Information, and Telecommunication Systems (CITS)	zenodo
Alessio Brutti, Francesco Paissan, Alberto Ancilotto, Elisabetta Farella	Optimizing PhiNet architectures for the detection of urban sounds on low-end devices	30th European Signal Processing Conference, EUSIPCO 2022	zenodo
Rafail Tsirbas, Giorgos Vasiliadis, Sotiris Ioannidis	The Best of Many Worlds: Scheduling Machine Learning Inference on CPU-GPU Integrated Architectures	2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW2022)	zenodo
Francesco Paissan, Alberto Ancilotto, Alessio Brutti, Elisabetta Farella	Scalable neural architectures for end-to-end environmental sound classification	IEEE 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 Pistore	Responsible AI at the edge: towards privacy-preserving smart cities	Ital-IA 2022 Convegno del Laboratorio nazionale CINI-AIIS	zenodo
Arian Bakhtiarnia, Qi Zhang, Alexandros Iosifidis	Multi-Exit Vision Transformer for Dynamic Inference	32nd British Machine Vision Conference	zenodo
Parthasaarathy Sudarsanam, Archontis Politis, Konstantinos Drossos	Assessment of Self-Attention on Learned Features For Sound Event Localization and Detection	DCASE Challenge	zenodo
Jan Berg, Konstantinos Drossos	Continual Learning for Automated Audio Captioning Using The Learning Without Forgetting Approach	DCASE Challenge	zenodo
Andreas Triantafyllopoulos, Manuel Milling, Konstantinos Drossos, Björn W. Schuller	Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations	DCASE Challenge	zenodo
Andrea Simonelli, Samuel Rota Bulò, Lorenzo Porzi, Peter Kontschieder, Elisa Ricci	Are We Missing Confidence in Pseudo-LiDAR Methods for Monocular 3D Object Detection?	International Conference on Computer Vision 2021	zenodo
Dragana Bajovic, Arian Bakhtiarnia et. al	MARVEL: Multimodal Extreme Scale Data Analytics for Smart Cities Environments	Fourth International Balkan Conference on Communications and Networking (BalkanCom 2021)	zenodo
Einari Vaaras, Sari Ahlqvist-Björkroth, Konstantinos Drossos, Okko Räsänen	Automatic Analysis of the Emotional Content of Speech in Daylong Child-Centered Recordings from a Neonatal Intensive Care Unit	Interspeech 2021	zenodo
An Tran, Konstantinos Drossos, Tuomas Virtanen	WaveTransformer: An Architecture for Audio Captioning Based on Learning Temporal and Time-Frequency Information	2021 29th European Signal Processing Conference (EUSIPCO)	zenodo
Firas Laakom, Jenni Raitoharju, Alexandros Iosifidis, Moncef Gabbouj	Within-layer Diversity Reduces Generalization Gap	ICML-21	zenodo
Arian Bakhtiarnia, Qi Zhang, Alexandros Iosifidis	Improving the Accuracy of Early Exits in Multi-Exit Architectures via Curriculum Learning	IJCNN 2021	zenodo
Francesco Paissan, Massimo Gottardi, Elisabetta Farella	Enabling energy efficient machine learning on a Ultra-Low-Power vision sensor for IoT	SLOHA 2021	zenodo
Burkhardt Felix, Derington Anna, Kahlau Matthias, Scherer Klaus, Eyben Florian, Schuller, Bjorn	Masking 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 Björn	Speech-based Age and Gender Prediction with Transformers	Speech Communication; 15th ITG Conference	zenodo

Author	Publication Title	Title of the Journal/Magazine:	Open Access
Theofanis P. Raptis, Claudio Cicconetti, Andrea Passarella	Efficient topic partitioning of Apache Kafka for high-reliability real-time data streaming applications	Future Generation Computer Systems	zenodo
Giacomo Lanciano; Remo Andreoli; Tommaso Cucinotta; Davide Bacciu University of Pisa, Italy ; Andrea Passarella	A 2-Phase Strategy for Intelligent Cloud Operations	IEEE Access	zenodo
Theofanis P. Raptis, Andrea Passarella	A Survey on Networked Data Streaming With Apache Kafka	IEEE Access	zenodo
Theofanis P. Raptis, Claudio Cicconetti, Manolis Falelakis, Grigorios Kalogiannis, Tassos Kanellos, Tomás Pariente Lobo	Engineering Resource-Efficient Data Management for Smart Cities with Apache Kafka	Future Internet	zenodo
D. Bajovic	Inaccuracy Rates for Distributed Inference over Random Networks with Applications to Social Learning	IEEE Transactions on Information Theory	zenodo
A. Armacki, D. Bajovic, D. Jakovetic and S. Kar	Non-linear Gradient Mappings and Stochastic Optimization: a General Framework with Applications to Heavy-Tail Noise	SIAM Journal on Optimization	zenodo
Claudio Cicconetti, Marco Conti, Andrea Passarella	FaaS execution models for edge applications	Pervasive and Mobile Computing	zenodo
Claudio Cicconetti; Marco Conti; Andrea Passarella	In-Network Computing With Function as a Service at the Edge	IEEE Computer	zenodo
Carlo Puliafito; Claudio Cicconetti; Marco Conti; Enzo Mingozzi; Andrea Passarella	Stateful Function as a Service at the Edge	IEEE Computer	zenodo
Francesco Paissan, Alberto Ancilotto, and Elisabetta Farella	PhiNets: a scalable backbone for low-power AI at the edge	ACM Transactions on Embedded Computing Systems	zenodo
Pietro Cassará, Alberto Gotta, Lorenzo Valerio	Federated Feature Selection for Cyber-Physical Systems of Systems	IEEE Transactions on Vehicular Technology	zenodo
Mert Seker, Ansi Mannisto, Alexandros Iosifidis and Jenni Raitoharju	Automatic Social Distance Estimation From Images: Performance Evaluation, Test Benchmark, and Algorithm	preprint	zenodo
Arian Bakhtiarnia, Qi Zhang and Alexandros Iosifidis	Single-Layer Transformers for More Accurate Early Exits with Less Overhead	Neural Networks	zenodo
Arian Bakhtiarnia, Qi Zhang, & Alexandros Iosifidis	Efficient High-Resolution Deep Learning: A Survey	ACM Computing Surveys	zenodo
Petrović, Nemanja; Bajović, Dragana; Kar, Soummya; Jakovetić, Dušan; Sahu, Anit Kumar	Large Deviations for Products of Non-Identically Distributed Network Matrices With Applications to Communication-Efficient Distributed Learning and Inference	IEEE Transactions on Signal Processing	zenodo
Dusan Jakovetic, Manojlo Vukovic, Dragana Bajovic, Anit Kumar Sahu, Soummya Kar	Distributed Recursive Estimation under Heavy-Tail Communication Noise	SIAM Journal on Control and Optimization.	zenodo
Manojlo Vukovic, Dusan Jakovetic, Dragana Bajovic, Soummya Kar	Nonlinear consensus+innovations under correlated heavy-tailed noises: Mean square convergence rate and asymptotics	SIAM Journal on Control and Optimization	zenodo
Ancilotto, Alberto and Paissan, Francesco and Farella, Elisabetta	XimSwap: Many-to-Many Face Swapping for TinyML	ACM Transactions on Embedded Computing Systems	zenodo
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 Networks	Applied Sciences	zenodo
Lorenzo Valerio, Franco Maria Nardini, Andrea Passarella, Raffaele Perego	Dynamic hard pruning of Neural Networks at the edge of the internet	Journal of Network and Computer Applications Vol. 200	zenodo
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 Networks	IEEE Transactions on Circuits and Systems I	zenodo
Kateryna Chumachenko, Alexandros Iosifidis, Moncef Gabbouj	Feedforward neural networks initialization based on discriminant learning	Neural Networks	zenodo
Andres Ferraro, Xavier Favory, Konstantinos Drossos, Yuntae Kim, Dmitry Bogdanov	Enriched Music Representations With Multiple Cross-Modal Contrastive Learning	IEEE Signal Processing Letters	zenodo
Emmanuel Rovithis, Nikolaos Moustakas, Konstantinos Vogklis, Konstantinos Drossos. Andreas Floros	Design Recommendations for a Collaborative Game of Bird Call Recognition Based on Internet of Sound Practices	Journal of the Audio Engineering Society	zenodo

Editors	Title	Journal	Publisher
Andrea Prati, Lukas Esterle, Alexandros Iosifidis, Mohan Kankanhalli, Bradley McDanel	Collaborative Mobile Smart Cameras	Computer Vision and Image Understanding	Elsevier
Shaohua Wan, Chen Chen, Alexandros Iosifidis	Cross-Media Learning for Visual Question Answering	Image and Vision Computing	Elsevier

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

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.

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