Relaxed Semantics Across the Data Analytics Stack

Project Information

RELAX

Grant agreement ID: 101072456

DOI

10.3030/101072456

EC signature date 13 July 2022

Start date 1 March 2023

End date 28 February 2027

Funded under

• Marie Skłodowska-Curie Actions (MSCA)

Total cost

No data

EU contribution

€ 2 537 877,60

Coordinated by

CHALMERS TEKNISKA HOGSKOLA AB
Sweden

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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 .

Deliverables

Websites, patent fillings, videos etc. (1)

Web page

Web and Social Media Presence

Documents, reports (1)

Intermediate list of dissemination and exploitation of results, including communication activities (1)

Intermediate list of C/D/E activities (1)

Publications

Other (5)

[VLDB Presentation] Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing

Author(s): Ngo, Vinh; Papatriantafilou, Marina
Published in: 2025
DOI: 10.5281/ZENODO.17936042

Artifact of the paper: Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing

Author(s): Vinh Quang Ngo, Marina Papatriantafilou
Published in: 51st International Conference on Very Large Data Bases, VLDB 2025, Issue PVLDB Volume 18, Issue 9, 2025
Publisher: Proceedings of the 51st International Conference on Very Large Data Bases (VLDB 2025)
DOI: 10.5281/ZENODO.15593108

Artifact of the paper: interval-asynchrony: delimited intervals of localised asynchrony for fast parallel SGD

Author(s): Jacob Garby, Philippas Tsigas 
Published in: Euro-Par 2025: Parallel Processing. Euro-Par 2025. Lecture Notes in Computer Science, Issue vol 15901, 2025
Publisher: Springer
DOI: 10.5281/ZENODO.15576941

"Dataset for ""On-demand Memory Compression of Stream Aggregates through Reinforcement Learning"""

Author(s): Jingyu Liu, Vincenzo Gulisano
Published in: 2025
Publisher: ICPE
DOI: 10.5281/ZENODO.17525105

"Code for ""On-demand Memory Compression of Stream Aggregates through Reinforcement Learning"""

Author(s): Jingyu Liu, Vincenzo Gulisano
Published in: 2025
Publisher: ICPE
DOI: 10.5281/ZENODO.17525152

Conference proceedings (13)

Chunked Data Shapley: A Scalable Dataset Quality Assessment for Machine Learning

Author(s): Andreas Loizou, Dimitrios Tsoumakos
Published in: Proceedings of the 34th ACM International Conference on Information and Knowledge Management, 2025
Publisher: ACM
DOI: 10.1145/3746252.3761305

CLUE — Clustering-Based Load Understanding and Exploration: Summarizing High-Dimensional Electricity Grid Data for Scenario Analysis

Author(s): Linus Magnusson, Rasmus Thorsson, Quang Vinh Ngo, Marina Papatriantafilou, Joris van Rooij, Mihail Chigrichenko
Published in: Workshop on Relaxed Semantics in Data Analytics Pipelines (RELAX 2025, in conjunction with ACM DEBS 2025, 2026
Publisher: ACM
DOI: 10.5281/ZENODO.18740102

On-demand Memory Compression of Stream Aggregates through Reinforcement Learning

Author(s): Jingyu Liu, Vincenzo Gulisano
Published in: Proceedings of the 16th ACM/SPEC International Conference on Performance Engineering, 2025
Publisher: ACM
DOI: 10.1145/3676151.3719369

Certifiably Quantisation-Robust training and inference of Neural Networks

Author(s): Hue Dang, Matthew Robert Wicker, Goetz Botterweck, Andrea Patane
Published in: The 28th International Conference on Artificial Intelligence and Statistics (AIStats), Issue PMLR 258:5104-5112, 2025
Publisher: Proceedings of Machine Learning Research

Causal Banzhaf Value for Aggregate Query Explanations

Author(s): Pouya Khani, Ira Assent
Published in: Proceedings of the 27th International Workshop on Design, Optimization, Languages and Analytical Processing of Big Data (DOLAP 2025) co-located with the 28th International Conference on Extending Database Technology and the 28th International Conference o, 2025
Publisher: DOLAP

Causal Banzhaf Value for Aggregate Query Explanations

Author(s): Khani, Pouya; Assent, Ira
Published in: 2025
DOI: 10.5281/ZENODO.17899362

Poster: Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing

Author(s): Ngo, Vinh; Papatriantafilou, Marina
Published in: 2025
DOI: 10.5281/ZENODO.16950398

Interval-Asynchrony: Delimited Intervals of Localised Asynchrony for Fast Parallel SGD

Author(s): Jacob Garby, Philippas Tsigas
Published in: Lecture Notes in Computer Science, Euro-Par 2025: Parallel Processing, 2025, ISSN 1611-3349
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-99857-7_17

Relax and don't Stop: Graph-aware Asynchronous SSSP

Author(s): Marco D'Antonio; Kåre von Geijer; Thai Son Mai; Philippas Tsigas; Hans Vandierendonck
Published in: Proceedings of the 1st FastCode Programming Challenge, 2025
DOI: 10.1145/3711708.3723446

Stochastic Weight Sharing for Bayesian Neural Networks

Author(s): Moule Lin, Shuhao Guan, Weipeng Jing, Goetz Botterweck, Andrea Patane
Published in: The 28th International Conference on Artificial Intelligence and Statistics, Issue PMLR 258:4519-4527, 2025
Publisher: Proceedings of Machine Learning Research

Cuckoo Heavy Keeper and the balancing act of maintaining heavy hitters in stream processing

Author(s): Vinh Quang Ngo, Marina Papatriantafilou
Published in: Proceedings of the 51st International Conference on Very Large Data Bases (VLDB 2025), PVLDB Volume 18,, Issue 9, 2025
Publisher: Zenodo
DOI: 10.5281/ZENODO.15593109

VEnOM: A Vector Embedding Operator Modelling Framework

Author(s): Andreas Loizou, Nikolaos Andriotis, Dimitrios Tsoumakos
Published in: Proceedings of the 19th ACM International Conference on Distributed and Event-based Systems, 2025
Publisher: ACM
DOI: 10.1145/3701717.3733227

Toward Efficient Asynchronous Single-Source Shortest Path

Author(s): Marco D’Antonio, Thai Son Mai, Hans Vandierendonck
Published in: 2025 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), 2025
Publisher: IEEE
DOI: 10.1109/IPDPSW66978.2025.00220

Book chapters (1)

Interval-Asynchrony: Delimited Intervals of Localised Asynchrony for Fast Parallel SGD

Author(s): Jacob Garby, Philippas Tsigas
Published in: Lecture Notes in Computer Science, Euro-Par 2025: Parallel Processing, 2025
Publisher: Springer Nature Switzerland
DOI: 10.1007/978-3-031-99857-7_17

Peer reviewed articles (3)

Cuckoo Heavy Keeper and the Balancing Act of Maintaining Heavy Hitters in Stream Processing

Author(s): Vinh Quang Ngo, Marina Papatriantafilou
Published in: Proceedings of the VLDB Endowment, Issue 18, 2025, ISSN 2150-8097
Publisher: Association for Computing Machinery (ACM)
DOI: 10.14778/3746405.3746434

WaveletMixer: A Multi-Resolution Wavelets Based MLP-Mixer for Multivariate Long-Term Time Series Forecasting

Author(s): Zichi Zhang, Tuan Dung Pham, Yimeng An, Ngoc Phu Doan, Majed Alsharari, Viet-Hung Tran, Anh-Tuan Hoang, Hans Vandierendonck, Son T. Mai
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 39, 2025, ISSN 2374-3468
Publisher: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/AAAI.V39I21.34434

InteDisUX: Intepretation-Guided Discriminative User-Centric Explanation for Time Series

Author(s): Viet-Hung Tran, Zichi Zhang, Tuan Dung Pham, Ngoc Phu Doan, Anh-Tuan Hoang, Peixin Li, Hans Vandierendonck, Ira Assent, Son T. Mai
Published in: Proceedings of the AAAI Conference on Artificial Intelligence, Issue 39, 2025, ISSN 2374-3468
Publisher: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/AAAI.V39I20.35387