A Comprehensive Framework enabling the Delivery of Trustworthy Datasets for Efficient AIoT Operation

Informations projet

PANDORA

N° de convention de subvention: 101135775

DOI

10.3030/101135775

Date de signature de la CE 29 Mars 2024

Date de début 1 Avril 2024

Date de fin 31 Mars 2027

Financé au titre de

• Digital, Industry and Space

Coût total

€ 8 991 728,75

Contribution de l’UE

€ 8 991 728,75

Coordonné par

ETHNICON METSOVION POLYTECHNION
Greece

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Publications

Conference proceedings (24)

A Study on the Performance of Distributed Storage Systems in Edge Computing Environments

Auteurs: Antonios Makris, Ioannis Kontopoulos, Stylianos Nektarios Xyalis, Evangelos Psomakelis, Theodoros Theodoropoulos, Andreas Varvarigos, Konstantinos Tserpes
Publié dans: 2024 IEEE International Conference on Joint Cloud Computing (JCC), 2024
Éditeur: IEEE
DOI: 10.1109/JCC62314.2024.00012

Ensuring Trustworthy AI for Sensitive Infrastructure using Knowledge Representation

Auteurs: Mejri, Oumayma, Waedt, Karl, Yatagha, Romarick, Edeh, Natasha, Sebastiao, Claudia Lemos
Publié dans: 9th IACS WS'24, 2024, ISSN 2944-7682
Éditeur: Gesellschaft für Informatik e.V.
DOI: 10.18420/INF2024_167

Federated Attention Autoencoders with a Stochastic Aggregation Scheme for Anomaly Detection

Auteurs: Mihailo Ilic, Milos Savic, Vladimir Kurbalija, Mirjana Ivanovic, Giancarlo Fortino, Dusan Jakovetic
Publié dans: 3rd IEEE International Conference on Federated Learning Technologies and Applications (FLTA25), 2025
Éditeur: 3rd IEEE International Conference on Federated Learning Technologies and Applications (FLTA25)
DOI: 10.5281/ZENODO.17803933

DigiGuide: A DT-Based Occupant Guiding System for Optimizing Comfort and Energy Consumption

Auteurs: Jun Ma, Roberto Yus, Georgios Bouloukakis
Publié dans: 2025 IEEE International Conference on Smart Computing (SMARTCOMP), 2025
Éditeur: IEEE
DOI: 10.1109/SMARTCOMP65954.2025.00065

Path planning optimization in industrial AGVs: A hybrid decentralized approach

Auteurs: Panagiotis G. Giannopoulos, Vangelis Malamas, Dimitris Koutras, Thomas K. Dasaklis
Publié dans: International Conference on Control, Decision and Information Technologies (CoDIT2025), 2025

LLMs on Edge: Network Traffic Characteristics of Distributed Inference under the Loupe

Auteurs: Philippe Buschmann, Arne Broering, Georg Carle, Andreas Blenk
Publié dans: Proceedings of the 2nd Workshop on Networks for AI Computing, 2025
Éditeur: ACM
DOI: 10.1145/3748273.3749213

ChronoEpilogi: scalable time-series variable selection with multiple solutions

Auteurs: Etienne Vareille, Michele Linardi, Ioannis Tsamardinos, Vassilis Christophides
Publié dans: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Éditeur: Association for Computing Machinery
DOI: 10.5555/3737916.3742183

The role of energy consumption prediction in Green Orchestration

Auteurs: Korontanis, Ioannis; Kontopoulos, Ioannis; Tserpes, Konstantinos; Varlamis, Iraklis
Publié dans: Middleware for Autonomous AIoT Systems in the Computing Continuum (MAIOT 2025), 2025
Éditeur: ACM Digital Libary
DOI: 10.5281/ZENODO.17831649

High-probability Convergence Bounds for Nonlinear Stochastic Gradient Descent Under Heavy-tailed Noise

Auteurs: Aleksandar Armacki, Pranay Sharma, Gauri Joshi, Dragana Bajovic, Dusan Jakovetic, Soummya Kar
Publié dans: 9th IEEE Int. Forum on Research and Technologies for Society and Industry (RTSI), 2025, ISSN 2687-6817
Éditeur: IEEE
DOI: 10.48550/ARXIV.2310.18784

FLEdge: Benchmarking Federated Learning Applications in Edge Computing Systems

Auteurs: Herbert Woisetschläger, Alexander Erben, Ruben Mayer, Shiqiang Wang, Hans-Arno Jacobsen
Publié dans: Proceedings of the 25th International Middleware Conference, 2025
Éditeur: ACM
DOI: 10.1145/3652892.3700751

MMA-DFER: MultiModal Adaptation of unimodal models for Dynamic Facial Expression Recognition in-the-wild

Auteurs: Kateryna Chumachenko, Alexandros Iosifidis, Moncef Gabbouj
Publié dans: IEEE Computer Vision and Pattern Recognition Conference (CVPR) 2024 - Workshop, 2024
DOI: 10.48550/ARXIV.2404.09010

Exploitation of Open Source Datasets and Deep Learning Models for the Detection of Objects in Urban Areas

Auteurs: Elpida Gkouvra, Thodoris Betsas, Maria Pateraki
Publié dans: 2024 IEEE International Conference on Image Processing Challenges and Workshops (ICIPCW), 2024
Éditeur: IEEE
DOI: 10.1109/ICIPCW64161.2024.10769185

Using Knowledge Representation to achieve Reliable and trustworthy AI in Sensitive Infrastructure

Auteurs: Oumayma Mejri, Waedt Karl, Yatagha Romarick, Ruland Karl Christoph, Zeddini Oumayma
Publié dans: 8th International Symposium on Future Instrumentation and Control for Nuclear Power Plants (ISOFIC 2024), 2024
Éditeur: 8th International Symposium on Future Instrumentation and Control for Nuclear Power Plants (ISOFIC 2024)

Enhancing AI Predictive Accuracy in Sensitive Infrastructure Using Knowledge Representation

Auteurs: Oumayma Mejri, Christoph Ruland, Karl Waedt, Amine El Elj
Publié dans: 2025 IEEE 9th Forum on Research and Technologies for Society and Industry (RTSI), 2025, ISSN 2687-6817
Éditeur: IEEE
DOI: 10.1109/RTSI64020.2025.11212271

PEPPER: Profiling-based Edge Placement and Partitioning for Deep Learning Execution

Auteurs: Korontanis Ioannis, Kontopoulos Ioannis, Zacharia Athena, Makris Antonios, Chronis Christos, Pateraki Maria, Tserpes Konstantinos, Varlamis Iraklis
Publié dans: 2025, ISBN 979-8-4007-1595-2
Éditeur: ACM Digital Library
DOI: 10.1145/3770501.3770528

Data Glitches Discovery using Influence-based Model Explanations

Auteurs: Nikolaos Myrtakis, Ioannis Tsamardinos, Vassilis Christophides
Publié dans: KDD '25: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V, 2025
Éditeur: Association for Computing Machinery
DOI: 10.1145/3690624.370928

MESS+: Energy-Optimal Inferencing in Language Model Zoos with Service Level Guarantees

Auteurs: Ryan Zhang, Herbert Woisetschläger, Shiqiang Wang, Hans Arno Jacobsen
Publié dans: NeurIPS 2024 Workshop on Adaptive Foundation Models, 2024
DOI: 10.48550/ARXIV.2411.00889

Unlocking AIoT efficiency in the computing continuum - the PANDORA framework

Auteurs: Georgios Bouloukakis , Ajay Kattepur, Dusan Jakovetic, Alexandros Iosifidis, Konstantinos Tserpes, Maria Pateraki
Publié dans: 2025
Éditeur: ACM Digital Library
DOI: 10.1145/3770501.3770525

Network-Aware Path Planning for Autonomous MobileRobots in Industrial Environments

Auteurs: Kathalkar, Om; Hajj Hassan, Houssam; Kattepur, Ajay; Bouloukakis, Georgios
Publié dans: 16th International Conference on Ambient Systems, Networks and Technologies, 2026
Éditeur: IEEE
DOI: 10.5281/ZENODO.17830292

An Efficient Storage Solution for Cloud/Edge Computing Infrastructures : (Invited Paper)

Auteurs: Antonios Makris, Ioannis Korontanis, Evangelos Psomakelis, Konstantinos Tserpes
Publié dans: 2024 IEEE International Conference on Service-Oriented System Engineering (SOSE), 2024
Éditeur: IEEE
DOI: 10.1109/SOSE62363.2024.00017

Data Glitches Discovery using Influence-based Model Explanations

Auteurs: Nikolaos Myrtakis, Ioannis Tsamardinos, Vassilis Christophides
Publié dans: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1, 2025
Éditeur: ACM
DOI: 10.1145/3690624.3709285

Modeling Inhabited Smart Spaces to Support Interoperable IoT-Based Applications

Auteurs: Roberto Yus, Nada Lahjouji, Georgios Bouloukakis, Sharad Mehrotra, Nalini Venkatasubramanian
Publié dans: 2025 26th IEEE International Conference on Mobile Data Management (MDM), 2025
Éditeur: IEEE
DOI: 10.1109/MDM65600.2025.00025

CIAK-CP: Camera feed Injection AttacK in Collaborative Perception

Auteurs: Calipari Marco, Fabian Maximilian Schmidt, Hamad Amin Mohammad Hamadad, Steinhorst Sebastian
Publié dans: 41st ACM/SIGAPP Symposium On Applied Computing, 2026
Éditeur: ACM Digital Library

Streamlining ML Training in Kubernetes: An MLOps Architecture with Kubeflow

Auteurs: Korontanis Ioannis, Zacharia Athena, Makris Antonios, Pateraki Maria, Tserpes Konstantinos
Publié dans: The 15th International Conference on the Internet of Things (IOT 2025), 2025
Éditeur: ACM Digital Library
DOI: 10.1145/3770501.3771304

Other (1)

A novel approach to graph distinction through GENEOs and permutants

Auteurs: Giovanni Bocchi; Massimo Ferri; Patrizio Frosini
Publié dans: Scientific Reports, 2025
DOI: 10.48550/ARXIV.2406.08045

Peer reviewed articles (3)

A novel approach to graph distinction through GENEOs and permutants

Auteurs: Giovanni Bocchi, Massimo Ferri, Patrizio Frosini
Publié dans: Scientific Reports, Numéro 15, 2025, ISSN 2045-2322
Éditeur: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-90152-7

GraphOpticon: A Global proactive horizontal autoscaler for improved service performance & resource consumption

Auteurs: Theodoros Theodoropoulos, Yashwant Singh Patel, Uwe Zdun, Paul Townend, Ioannis Korontanis, Antonios Makris, Konstantinos Tserpes
Publié dans: Future Generation Computer Systems, Numéro 174, 2026, ISSN 0167-739X
Éditeur: Elsevier BV
DOI: 10.1016/J.FUTURE.2025.107926

A novel approach to graph distinction through GENEOs and permutants

Auteurs: Giovanni Bocchi, Massimo Ferri, Patrizio Frosini
Publié dans: Scientific Reports, Numéro 15, 2025, ISSN 2045-2322
Éditeur: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-90152-7

Book chapters (2)

Energy-Efficient Task Offloading in Edge Computing: A Survey of Deep Reinforcement Learning Approaches

Auteurs: Eleftheria Papageorgiou, Theodoros Theodoropoulos, Konstantinos Tserpes
Publié dans: Lecture Notes in Computer Science, Economics of Grids, Clouds, Systems, and Services, 2025
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-81226-2_16

I2DS: FPGA-Based Deep Learning Industrial Intrusion Detection System

Auteurs: Ioannis Morianos, Konstantinos Georgopoulos, Andreas Brokalakis, Thomas Kyriakakis, Sotiris Ioannidis
Publié dans: Lecture Notes in Computer Science, Embedded Computer Systems: Architectures, Modeling, and Simulation, 2025
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-78380-7_14