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

Project Information

PANDORA

Grant agreement ID: 101135775

DOI

10.3030/101135775

EC signature date 29 March 2024

Start date 1 April 2024

End date 31 March 2027

Funded under

• Digital, Industry and Space

Total cost

€ 8 991 728,75

EU contribution

€ 8 991 728,75

Coordinated by

ETHNICON METSOVION POLYTECHNION
Greece

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (11)

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

Author(s): Antonios Makris, Ioannis Kontopoulos, Stylianos Nektarios Xyalis, Evangelos Psomakelis, Theodoros Theodoropoulos, Andreas Varvarigos, Konstantinos Tserpes
Published in: 2024 IEEE International Conference on Joint Cloud Computing (JCC), 2024
Publisher: IEEE
DOI: 10.1109/JCC62314.2024.00012

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

Author(s): Philippe Buschmann, Arne Broering, Georg Carle, Andreas Blenk
Published in: Proceedings of the 2nd Workshop on Networks for AI Computing, 2025
Publisher: ACM
DOI: 10.1145/3748273.3749213

ChronoEpilogi: scalable time-series variable selection with multiple solutions

Author(s): Etienne Vareille, Michele Linardi, Ioannis Tsamardinos, Vassilis Christophides
Published in: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Publisher: Association for Computing Machinery
DOI: 10.5555/3737916.3742183

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

Author(s): Aleksandar Armacki, Pranay Sharma, Gauri Joshi, Dragana Bajovic, Dusan Jakovetic, Soummya Kar
Published in: 2025
Publisher: Proceedings of The 28th International Conference on Artificial Intelligence and Statistics
DOI: 10.48550/ARXIV.2310.18784

FLEdge: Benchmarking Federated Learning Applications in Edge Computing Systems

Author(s): Herbert Woisetschläger, Alexander Erben, Ruben Mayer, Shiqiang Wang, Hans-Arno Jacobsen
Published in: Proceedings of the 25th International Middleware Conference, 2025
Publisher: ACM
DOI: 10.1145/3652892.3700751

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

Author(s): Kateryna Chumachenko, Alexandros Iosifidis, Moncef Gabbouj
Published in: 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

Author(s): Elpida Gkouvra, Thodoris Betsas, Maria Pateraki
Published in: 2024 IEEE International Conference on Image Processing Challenges and Workshops (ICIPCW), 2024
Publisher: IEEE
DOI: 10.1109/ICIPCW64161.2024.10769185

Data Glitches Discovery using Influence-based Model Explanations

Author(s): Nikolaos Myrtakis, Ioannis Tsamardinos, Vassilis Christophides
Published in: KDD '25: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V, 2025
Publisher: Association for Computing Machinery
DOI: 10.1145/3690624.370928

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

Author(s): Ryan Zhang, Herbert Woisetschläger, Shiqiang Wang, Hans Arno Jacobsen
Published in: NeurIPS 2024 Workshop on Adaptive Foundation Models, 2024
DOI: 10.48550/ARXIV.2411.00889

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

Author(s): Antonios Makris, Ioannis Korontanis, Evangelos Psomakelis, Konstantinos Tserpes
Published in: 2024 IEEE International Conference on Service-Oriented System Engineering (SOSE), 2024
Publisher: IEEE
DOI: 10.1109/SOSE62363.2024.00017

Data Glitches Discovery using Influence-based Model Explanations

Author(s): Nikolaos Myrtakis, Ioannis Tsamardinos, Vassilis Christophides
Published in: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1, 2025
Publisher: ACM
DOI: 10.1145/3690624.3709285

Other (1)

A novel approach to graph distinction through GENEOs and permutants

Author(s): Giovanni Bocchi; Massimo Ferri; Patrizio Frosini
Published in: Scientific Reports, 2025
DOI: 10.48550/ARXIV.2406.08045

Book chapters (2)

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

Author(s): Eleftheria Papageorgiou, Theodoros Theodoropoulos, Konstantinos Tserpes
Published in: Lecture Notes in Computer Science, Economics of Grids, Clouds, Systems, and Services, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-81226-2_16

I2DS: FPGA-Based Deep Learning Industrial Intrusion Detection System

Author(s): Ioannis Morianos, Konstantinos Georgopoulos, Andreas Brokalakis, Thomas Kyriakakis, Sotiris Ioannidis
Published in: Lecture Notes in Computer Science, Embedded Computer Systems: Architectures, Modeling, and Simulation, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-78380-7_14

Peer reviewed articles (1)

A novel approach to graph distinction through GENEOs and permutants

Author(s): Giovanni Bocchi, Massimo Ferri, Patrizio Frosini
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-90152-7