On this page:
Publications – Papers
Publication – Master Thesis
Publication – Posters
Publications – Journals
Presentations/Panels
Workshops
Publications – Papers
DEBS’24 – 18th ACM International Conference on Distributed and Event-based Systems (25-28 June 2024, Lyon, France)
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- Towards Dynamic Self-Organizing Wearables for Head and Neck Digital Rehabilitation
Authors: Berk Buzcu, Davide Calvaresi, Banani Anuraj and Jean-Paul Calbimonte
Preprint
- Towards Dynamic Self-Organizing Wearables for Head and Neck Digital Rehabilitation
SIGCOMM 2024 (4-8 August 2024, Sydney, Australia)
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Planter: Rapid Prototyping of In-Network Machine Learning Inference
Authors: Changgang Zheng (University of Oxford), Mingyuan Zang (Technical University of Denmark), Xinpeng Hong (University of Oxford), Liam Perreault (University of Oxford), Riyad Bensoussane, Shay Vargaftik (VMware), Yaniv Ben-Itzhak (VMware) and Noa Zilberman (University of Oxford)
[video]
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The IEEE 25th International Conference on High Performance Switching and Routing (HPSR 2024) (22-24 July 2024, Pisa, Italy)
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- INDDoS+: secure DDoS detection mechanism in programmable switches
Authors: Damu Ding, Ozlem Kesgin and Noa Zilberman
- INDDoS+: secure DDoS detection mechanism in programmable switches
The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2024 – CVPR (17-21 June 2024, Seattle, US)
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- Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization
Authors: Le Huy Khiem, Long Tuan Ho, Cuong Do, Danh Le-Phuoc, Kok-Seng Wong
- Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization
The IEEE International Conference on Multimedia & Expo 2024 (ICME) (15-19 July 2024, Niagara Falls, Canada)
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- Cooperative Students: Navigating Unsupervised Domain Adaptation in Nighttime Object Detection
Authors: Jicheng Yuan, Anh Le-Tuan, Manfred Hauwirth, Danh Le-Phuoc
Preprint
- Cooperative Students: Navigating Unsupervised Domain Adaptation in Nighttime Object Detection
ESWC 2024 (26-30 May 2024, Hersonissos, Greece)
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- VisionKG: Unleashing the Power of Visual Datasets via Knowledge Graph
Authors: Jicheng Yuan, Anh Le-Tuan, Manh Nguyen-Duc, Trung-Kien Tran, Manfred Hauswirth, Danh Le-Phuoc
Preprint
- VisionKG: Unleashing the Power of Visual Datasets via Knowledge Graph
CoNEXT 2023 (5-8 December 2023, Paris, France)
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- DINC: toward distributed in-network computing
Authors: Changgang Zheng, Haoyue Tang, Mingyuan Zang, Xinpeng Hong, Aosong Feng, Leandros Tassiulas and Noa Zilberman
Preprint
- DINC: toward distributed in-network computing
KGSWC-2023 (13-15 November 2023, Zaragoza, Spain)
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- Defeasible Reasoning with Knowledge Graphs
Author: Dave Raggett (ERCIM/W3C)
Preprint
- Defeasible Reasoning with Knowledge Graphs
International Conference on the Internet of Things (7-10 November 2023, Nagoya, Japan)
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- Building a P2P RDF Store for Edge Devices
Authors: Xuanchi Guo, Anh Le-Tuan, Danh Le-Phuoc (TU Berlin)
Preprint
- Building a P2P RDF Store for Edge Devices
International Semantic Web Conference (ISWC 2023) (6-10 November 2023, Athens, Greece)
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- Look beyond the Surface: A Demo for Explaining Knowledge Graph Embeddings and Entity Similarity
Authors: Huu Tan Mai, Youmna Ismaeil, Trung-Kien Tran, Hendrik Bloeckeel, Daria Stepanova
Preprint
- Look beyond the Surface: A Demo for Explaining Knowledge Graph Embeddings and Entity Similarity
32nd ACM International Conference on Information and Knowledge Management (21-25 October 2023, Birmingham, UK)
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- Combining Inductive and Deductive Reasoning for Query Answering over Incomplete Knowledge Graphs
Authors: M Andresel, TK Tran, C Domokos, P Minervini, D Stepanova
Preprint
- Combining Inductive and Deductive Reasoning for Query Answering over Incomplete Knowledge Graphs
Cloud-Edge Continuum (CEC) Workshop 2023 (10 October 2023, Reykjavik, Iceland)
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- Semantic Programming for Device-Edge-Cloud Continuum
Authors: Anh Le-Tuan, David Bowden, Danh Le-Phuoc
Preprint
- Semantic Programming for Device-Edge-Cloud Continuum
International Workshop on Explainable and Interpretable Machine Learning (XI-ML) (30 September 2023, Krakow, Poland)
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- Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting
Authors: Nghia Duong-Trung, Duc-Manh Nguyen and Danh Le-Phuoc
Preprint
- Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting
IEEE MetaCom 2023 (28 June 2023, Kyoto, Japan)
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- Metaverse Remote Rendering Testbed
Authors: L. Bassbouss, A. Neparidze, K. Kieslich, S. Steglich, S. Arbanowski and P. Pogrzeba
Preprint
- Metaverse Remote Rendering Testbed
IEEE International Conference on High Performance Switching and Routing (HPSR) (5-7 June 2023 (5-7 June 2023, Albuquerque, USA)
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- FTG-Net: Hierarchical Flow-to-Traffic Graph Neural Network for DDoS Attack Detection
Authors: Luca Barsellotti, Lorenzo De Marinis, Filippo Cugini, Francesco Paolucci
- FTG-Net: Hierarchical Flow-to-Traffic Graph Neural Network for DDoS Attack Detection
ESWC 2023 industrial track (28 May-1 June 2023, Hersonissos, Greece)
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- Addressing the Scalability Bottleneck of Semantic Technologies at Bosch
Authors: Diego Rincon-Yanez, Mohamed H. Gad-Elrab, Daria Stepanova, Trung-Kien Tran, Cuong Chu Xuan, Baifan Zhou and Evgeny Kharlamov - Supplier Optimization at Bosch with Knowledge Graphs and Answer Set Programming
Authors: Cuong Xuan Chu, Mohamed H. Gad-Elrab, Trung-Kien Tran, Marvin Schiller, Daria Stepanova and Evgeny Kharlamov. - Composable Semantic Data Transformation Pipelines with Chimera
Authors: Marco Grassi, Mario Scrocca, Alessio Carenini, Marco Comerio and Irene Celino (Cefriel – Politecnico di Milano, Milan, Italy)
Paper
- Addressing the Scalability Bottleneck of Semantic Technologies at Bosch
Publication – Posters
DEBS 2023 (27 June – 1 July 2023, Neuchâtel, Switzerland)
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- Agent-based Orchestration on a Swarm of Edge Devices
Author: Banani Anuraj (HES-SO)
Preprint
- Agent-based Orchestration on a Swarm of Edge Devices
Concertation and Consultation Meeting on Computing Continuum: Uniting the European ICT community for a digital future (10-11 May 2023, Brussels, Belgium)
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- SmartEge solution and use cases
Publication – Master Thesis
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- Macroscopic Traffic Analysis and Validation of Vehicular Radar Data
Author: Mounzer Awad
Aalto University
- Macroscopic Traffic Analysis and Validation of Vehicular Radar Data
Publications – Journals
IEEE Xplore
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- Dynamic Swarm Orchestration and Semantics in IoT Edge Devices: A Systematic Literature Review
Authors: Banani Anuraj, Davide Calvaresi, Jean-Marie Aerts and Jean-Paul Calbimonte
Prepint
- Dynamic Swarm Orchestration and Semantics in IoT Edge Devices: A Systematic Literature Review
ACM Computer Communications Review
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- Planter: Rapid Prototyping of In-Network Machine Learning Inference
Authors: Changgang Zheng, Mingyuan Zang, Xinpeng Hong, Liam Perreault, Riyad Bensoussane, Shay Vargaftik, Yaniv Ben-Itzhak, and Noa Zilberman
GitHub repo
- Planter: Rapid Prototyping of In-Network Machine Learning Inference
ACM Transactions on Embedded Computing Systems
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- On-device Online Learning and Semantic Management of TinyML Systems
Authors: Haoyu Ren, Darko Anicic, Xue Li and Thomas Runkler
- On-device Online Learning and Semantic Management of TinyML Systems
Computer Networks journal
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- FTG-Net-E: a Hierarchical Ensemble Graph Neural Network for DDoS Attack Detection
Authors: Rana Abu Bakar, Lorenzo De Marinis, Filippo Cugini, Francesco Paolucci
- FTG-Net-E: a Hierarchical Ensemble Graph Neural Network for DDoS Attack Detection
IEEE Access
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- DPUAUT: Secure Authentication Protocol with SmartNiC Integration for Trustworthy Communications in Intelligent Swarm Systems
Authors: Rana Abu Bakar, Francesco Paolucci, Filippo Cugini, Piero Castoldi, Juan Jose Vegas Olmos
- DPUAUT: Secure Authentication Protocol with SmartNiC Integration for Trustworthy Communications in Intelligent Swarm Systems
Transactions on Graph Data and Knowledge (TGDK), Volume 2 (2024)
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- Grounding Stream Reasoning Research
Authors: Pieter Bonte, Jean-Paul Calbimonte, Daniel de Leng, Daniele Dell’Aglio, Emanuele Della Valle, Thomas Eiter, Federico Giannini, Fredrik Heintz, Konstantin Schekotihin, Danh Le-Phuoc, Alessandra Mileo, Patrik Schneider, Riccardo Tommasini, Jacopo Urbani, and Giacomo Ziffer.
Volume 2, Issue 1, pp. 2:1-2:47
- Grounding Stream Reasoning Research
49th International Conference on Very Large Data Bases (VLDB) 2023
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- Databases on Modern Networks: A Decade of Research That Now Comes into Practice
Authors: Alberto Lerner, Carsten Binnig, Philippe Cudré-Mauroux, Rana Hussein, Matthias Jasny, Theo Jepsen, Dan R. K. Ports, Lasse Thostrup, Tobias Ziegler
Proc. VLDB Endow. 16(12): 3894-3897 (2023) - TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications
Authors: Abdelouahab Khelifati, Mourad Khayati, Anton Dignös, Djellel Difallah, Philippe Cudré-Mauroux
Proc. VLDB Endow. 16(11): 3363-3376 (2023)
- Databases on Modern Networks: A Decade of Research That Now Comes into Practice
ACM SIGMOD/PODS International Conference on Management on Data 2023
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- GraphINC: Graph Pattern Mining at Network Speed
Authors: Rana Hussein, Alberto Lerner, Andre Ryser, Lucas David Bürgi, Albert Blarer and Philippe Cudre-Mauroux
Proc. ACM Manag. Data 1(2): 184:1-184:28 (2023)
- GraphINC: Graph Pattern Mining at Network Speed
IEEE Transactions on Networking 2023
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- IIsy: Hybrid In-Network Classification Using Programmable Switches
Authors: Zheng, Changgang; Xiong, Zhaoqi; T, Thanh Bui; Kaupmees, Siim; Bensoussane, Riyad; Bernabeu, Antoine; Vargaftik, Shay; Ben-Itzhak, Yaniv; Zilberman, Noa
- IIsy: Hybrid In-Network Classification Using Programmable Switches
IEEE Internet of Things Journal 2023
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- Towards Continuous Threat Defense: In-Network Traffic Analysis for IoT Gateways
Authors: Mingyuan Zang (DTU), Changgang Zheng (U. of Oxford), Lars Dittmann (DTU) and Noa Zilberman (U. of Oxford)
- Towards Continuous Threat Defense: In-Network Traffic Analysis for IoT Gateways
Special Issue on Trends in Graph Data and Knowledge 2023
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- Autonomy in the Age of Knowledge Graphs: Vision and Challenges
Authors: Jean-Paul Calbimonte, Andrei Ciortea, Timotheus Kampik, Simon Mayer, Terry R. Payne, Valentina Tamma, and Antoine Zimmermann
Volume 1, Issue 1 (2023), pp 377-398
- Autonomy in the Age of Knowledge Graphs: Vision and Challenges
Presentations/Panels
MobiUK 2024 (8th-9th July 2024, Southampton University, UK)
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- Edge-Powered Dynamic and Secure Swarm Networking
Invited speaker: Noa Zilberman - Hardware-Accelerated Intelligent Roadside Unit
Authors: Hongyi Chen and Noa Zilberman
- Edge-Powered Dynamic and Secure Swarm Networking
Connected Systems for an AI-enabled World (14 December 2023, London, UK)
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- Toward In-Network ML on Programmable Network Devices
Authors: Noa Zilberman and Changgang Zheng (U. of Oxford)
- Toward In-Network ML on Programmable Network Devices
Fast Machine Learning for Science (FastML) (25-28 September 2023, London, UK)
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- In network ML: Inference at the Speed of Data
Authors: Noa Zilberman (U. of Oxford)
- In network ML: Inference at the Speed of Data
1st AIoTwin Summer School (4-8 August 2023, Šibenik, Croatia)
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- Knowledge Graphs in Building Perception Systems
Author: Danh Le-Phuoc (TU Berlin)
PDF slides
- Knowledge Graphs in Building Perception Systems
Summer school on AI for Industry 4.0 (14-28 July 2023, Saint-Etienne, France)
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- Knowledge Graphs in Building Perception Systems
Author: Danh Le-Phuoc (TU Berlin)
Tutorial
- Knowledge Graphs in Building Perception Systems
9th International Summer School on AI and Big Data (3-7 July 2023, Dresden, Germany)
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- Knowledge in Perception Systems
Author: Danh Le-Phuoc (TU Berlin)
Keynote
- Knowledge in Perception Systems
ETSI IoT Week (4-6 July 2023, Sophia Antipolis, France)
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- Cognitive control of swarms for the IoT computing continuum
Author: Dave Raggett (ERCIM/W3C)
PDF slides
- Cognitive control of swarms for the IoT computing continuum
ITCON 2023 (2-6 July 2023, Bucharest, Romania)
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- Network Programmability for Smart Factory Mobile Robotics: the SmartEdge Project Approach
Authors: Piero Castoldi, Andrea Sgambelluri, Layal Ismail, Francesco Paolucci, Filippo Cugini and David Bowden
- Network Programmability for Smart Factory Mobile Robotics: the SmartEdge Project Approach
The Networking Channel (11 May 2023)
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- AI for networking, and networking for AI
Panelist: Noa Zilberman (Oxford University)
Video
- AI for networking, and networking for AI
Dagstuhl Seminar 23081 – Agents on the Web (19-24 February 2023, Dagstuhl, Germany)
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- Swarm Intelligence for Agents in Smart Edge Environments
Author: Jean-Paul Calbimonte (HES-SO)
- Swarm Intelligence for Agents in Smart Edge Environments
Workshops
KGCW2024: Fifth International Workshop on Knowledge Graph Construction (26-27 May 2024, Hersonissos, Greece)
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- Not Everybody Speaks RDF: Knowledge Conversion between Different Data Representations
Authors: Marco Grassi, Alessio Carenini, Mario Scrocca, Marco Comerio and Irene Celino (Cefriel)
Preprint
- Not Everybody Speaks RDF: Knowledge Conversion between Different Data Representations
HIPEAC 2024 – ENHANCE workshop (17-19 Jan. 2024, Munich, Germany)
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- ENHANCE: Enabling Technologies and Dependability in Cyber-Physical Systems
Co-chair: Danh Le-Phuoc (TU Berlin)
- ENHANCE: Enabling Technologies and Dependability in Cyber-Physical Systems
Stream Reasoning Workshop 2023 (4-6 December, Lyon, France)
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- Co-organizer: Danh Le-Phuoc (TU Berlin)
Cloud-Edge Continuum (CEC) Workshop 2023 (10 Oct 2023, Reykjavik, Iceland)
LDAC2023 – 11th Linked Data in Architecture and Construction Workshop (15-16 June 2023, Matera, Italy)
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- Connect Sensors to Perception via Semantic Streams
Author: Danh Le-Phuoc (TU Berlin)
Keynote talk
- Connect Sensors to Perception via Semantic Streams
KGCW’23: 4th International Workshop on Knowledge Graph Construction (28 May 2023, Hersonissos, Greece)
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- Composable Semantic Data Transformation Pipelines with Chimera
Authors: Marco Grassi, Mario Scrocca, Alessio Carenini, Marco Comerio and Irene Celino (Cefriel)
Preprint
- Composable Semantic Data Transformation Pipelines with Chimera
IFIP Networking 2023 – Sec4IoT workshop (12-15 June 2023, Barcelona, Spain)
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- Federated Learning-Based In-Network Traffic Analysis on IoT Edge
Authors: Mingyuan Zang (DTU), Changgang Zheng (Oxford), Tomasz Koziak (Netlight), Noa Zilberman (Oxford), and Lars Dittmann (DTU)
- Federated Learning-Based In-Network Traffic Analysis on IoT Edge