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Publications – Papers
Publications – White Papers
Publication – Master Thesis
Publication – Posters
Publications – Journals
Presentations/Panels
Workshops

Publications – Papers

IEEE HPSR 2025 – IEEE International Conference on High Performance Switching and Routing (20-22 May 2025, Suita, Osaka, Japan)

• • MUTA: Enabling Multi-Task Neural Network Inference in Programmable Data-Planes
  • Authors: Kaiyi Zhang, Changgang Zheng, Nancy Samaan, Ahmed Karmouch and Noa Zilberman

8th IEEE Conference on Industrial Cyber-Physical Systems (ICPS) (12-15 May 2025, Emden, Germany)

• • Virtually Commissioned Recipes Based on OPC UA Skills
  • Authors: Kay Kohle, Darko Anicic, Thomas Runkler, Kirill Dorofeev, Aparna Thuluva, Rene Graf (all from Siemens)

ACM EdgeSys 2025 – he 8th International Workshop on Edge Systems, Analytics and Networking (31 March 2025, Rotterdam, Netherlands)

• • Edge Acceleration of LiDAR Frame Transmission with In-network Machine Learnin
  • Authors: Peng Qian, Changgang Zheng, Noa Zilberman
    Preprint

DEBS’24 – 18th ACM International Conference on Distributed and Event-based Systems (25-28 June 2024, Lyon, France)

• • Towards Dynamic Self-Organizing Wearables for Head and Neck Digital Rehabilitation
    Authors: Berk Buzcu, Davide Calvaresi, Banani Anuraj and Jean-Paul Calbimonte
    Preprint

SIGCOMM 2024 (4-8 August 2024, Sydney, Australia)

• • 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]

The IEEE 25th International Conference on High Performance Switching and Routing (HPSR 2024) (22-24 July 2024, Pisa, Italy)

• • INDDoS+: secure DDoS detection mechanism in programmable switches
    Authors: Damu Ding, Ozlem Kesgin and Noa Zilberman

The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2024 – CVPR (17-21 June 2024, Seattle, US)

• • 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

The IEEE International Conference on Multimedia & Expo 2024 (ICME) (15-19 July 2024, Niagara Falls, Canada)

• • Cooperative Students: Navigating Unsupervised Domain Adaptation in Nighttime Object Detection
    Authors: Jicheng Yuan, Anh Le-Tuan, Manfred Hauwirth, Danh Le-Phuoc
    Preprint
    

ESWC 2024 (26-30 May 2024, Hersonissos, Greece)

• • 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

CoNEXT 2023 (5-8 December 2023, Paris, France)

• • DINC: toward distributed in-network computing
    Authors: Changgang Zheng, Haoyue Tang, Mingyuan Zang, Xinpeng Hong, Aosong Feng, Leandros Tassiulas and Noa Zilberman
    Preprint

KGSWC-2023 (13-15 November 2023, Zaragoza, Spain)

• • Defeasible Reasoning with Knowledge Graphs
    Author: Dave Raggett (ERCIM/W3C)
    Preprint

International Conference on the Internet of Things (7-10 November 2023, Nagoya, Japan)

• • Building a P2P RDF Store for Edge Devices
    Authors: Xuanchi Guo, Anh Le-Tuan, Danh Le-Phuoc (TU Berlin)
    Preprint

International Semantic Web Conference (ISWC 2023) (6-10 November 2023, Athens, Greece)

• • 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

32nd ACM International Conference on Information and Knowledge Management (21-25 October 2023, Birmingham, UK)

• • Combining Inductive and Deductive Reasoning for Query Answering over Incomplete Knowledge Graphs
    Authors: M Andresel, TK Tran, C Domokos, P Minervini, D Stepanova
    Preprint

Cloud-Edge Continuum (CEC) Workshop 2023 (10 October 2023, Reykjavik, Iceland)

• • Semantic Programming for Device-Edge-Cloud Continuum
    Authors: Anh Le-Tuan, David Bowden, Danh Le-Phuoc
    Preprint

International Workshop on Explainable and Interpretable Machine Learning (XI-ML) (30 September 2023, Krakow, Poland)

• • Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting
    Authors: Nghia Duong-Trung, Duc-Manh Nguyen and Danh Le-Phuoc
    Preprint

IEEE MetaCom 2023 (28 June 2023, Kyoto, Japan)

• • Metaverse Remote Rendering Testbed
    Authors: L. Bassbouss, A. Neparidze, K. Kieslich, S. Steglich, S. Arbanowski and P. Pogrzeba
    Preprint

IEEE International Conference on High Performance Switching and Routing (HPSR) (5-7 June 2023 (5-7 June 2023, Albuquerque, USA)

• • FTG-Net: Hierarchical Flow-to-Traffic Graph Neural Network for DDoS Attack Detection
    Authors: Luca Barsellotti, Lorenzo De Marinis, Filippo Cugini, Francesco Paolucci

ESWC 2023 industrial track (28 May-1 June 2023, Hersonissos, Greece)

• • 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
    

Publications – White Papers

STEADINESS workshop at HIPEAC 2025 (21 Jan. 2025, Barcelona, Spain)

• • Bridging Domains in Large-scale Complex and Critical Systems,  Tech Nexus HiPEAC 2025, Barcelona
    Authors: Robinson, C., Lalis, S., Le Phuoc, D., Zoitl, A., & Fratu, O. (2025). Bridging Domains in Large-scale Complex and Critical Systems, 2025 Ed. HiPEAC 2025, Barcelona.
    Paper

Publication – Posters

ICDCS 2025 – The 45th IEEE International Conference on Distributed Computing Systems (20 – 23 July 2025, Glaskow, Scotland, UK)

• • Web of Things Framework for Remote Health Monitoring of Older Adults
  • Author: Banani Anuraj, Kirill Dorofeev, Jean-Marie Aerts and Jean-Paul Calbimonte

DEBS 2023 (27 June – 1 July 2023, Neuchâtel, Switzerland)

• • Agent-based Orchestration on a Swarm of Edge Devices
    Author: Banani Anuraj (HES-SO)
    Preprint

Concertation and Consultation Meeting on Computing Continuum: Uniting the European ICT community for a digital future (10-11 May 2023, Brussels, Belgium)

• • SmartEge solution and use cases

Publication – Master Thesis

• • Macroscopic Traffic Analysis and Validation of Vehicular Radar Data
    Author: Mounzer Awad
    Aalto University

Publications – Journals

IEEE Xplore

• • 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

ACM Computer Communications Review

• • 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

ACM Transactions on Embedded Computing Systems

• • On-device Online Learning and Semantic Management of TinyML Systems
    Authors: Haoyu Ren, Darko Anicic, Xue Li and Thomas Runkler

Computer Networks journal

• • FTG-Net-E: a Hierarchical Ensemble Graph Neural Network for DDoS Attack Detection
    Authors: Rana Abu Bakar, Lorenzo De Marinis, Filippo Cugini, Francesco Paolucci

IEEE Access

• • 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

Transactions on Graph Data and Knowledge (TGDK), Volume 2 (2024)

• • 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

49th International Conference on Very Large Data Bases (VLDB) 2023

• • 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)

ACM SIGMOD/PODS International Conference on Management on Data 2023

• • 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)

 IEEE Transactions on Networking 2023

• • 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

IEEE Internet of Things Journal 2023

• • 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)

Special Issue on Trends in Graph Data and Knowledge 2023

• • 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

Presentations/Panels

AIOTI Workshop on Semantic Interoperability for Digital Twins (5-6 February 2025, Sophia Antipolis, France)

• • Semantic interoperability in respect to Web of Things, NGSI-LD and OPC UA
    Author: Darko Ancic (Siemens)
    Abstract  Slides

ML4ECS workshop @ HIPEAC 2025 (22 January 2025, Barcelona, Spain)

• • Edge-driven MLOps via Swarm Compute
    Author: Danh Le-Phuoc (TU Berlin)
    Keynote
    

DUAC workshop @ HIPEAC 2025 (21 January 2025, Barcelona, Spain)

• • Planter: Rapid Prototyping of In-Network Machine Learning Inference
    Author: Peng Qian (University of Oxford)
    Keynote

MODELS 2024 (22-27 September 2024, Linz, Austria)

• • Low-Code Edge Intelligence in Smart Factories
    Speaker: Kirill Dorofeev (Siemens AG)

MobiUK 2024 (8th-9th July 2024, Southampton University, UK)

• • Edge-Powered Dynamic and Secure Swarm Networking
    Invited speaker: Noa Zilberman
  • Hardware-Accelerated Intelligent Roadside Unit
    Authors: Hongyi Chen and Noa Zilberman
    

Connected Systems for an AI-enabled World (14 December 2023, London, UK)

• • Toward In-Network ML on Programmable Network Devices
    Authors: Noa Zilberman and Changgang Zheng (U. of Oxford)

Fast Machine Learning for Science (FastML) (25-28 September 2023, London, UK)

• • In network ML: Inference at the Speed of Data
    Authors: Noa Zilberman (U. of Oxford)

1st AIoTwin Summer School (4-8 August 2023, Šibenik, Croatia)

• • Knowledge Graphs in Building Perception Systems
    Author: Danh Le-Phuoc (TU Berlin)
    PDF slides

Summer school on AI for Industry 4.0 (14-28 July 2023, Saint-Etienne, France)

• • Knowledge Graphs in Building Perception Systems
    Author: Danh Le-Phuoc (TU Berlin)
    Tutorial

9th International Summer School on AI and Big Data (3-7 July 2023,  Dresden, Germany)

• • Knowledge in Perception Systems
    Author: Danh Le-Phuoc (TU Berlin)
    Keynote

ETSI IoT Week (4-6 July 2023, Sophia Antipolis, France)

• • Cognitive control of swarms for the IoT computing continuum
    Author: Dave Raggett (ERCIM/W3C)
    PDF slides

ITCON 2023 (2-6 July 2023, Bucharest, Romania)

• • 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

The Networking Channel (11 May 2023)

• • AI for networking, and networking for AI
    Panelist: Noa Zilberman (Oxford University)
    Video

Dagstuhl Seminar 23081 – Agents on the Web (19-24 February 2023, Dagstuhl, Germany)

• • Swarm Intelligence for Agents in Smart Edge Environments
    Author: Jean-Paul Calbimonte (HES-SO)

Workshops

EdgeAI workshop at the AI Days@HES-SO 2025 (27 January 2025, Geneva, Switzerland)

• • Edge AI – Tools, devices, and methods
    Co-chairs: Davide Calvaresi, Banani Anuraj and Berk Buzcu

HIPEAC 2025 – STEADINESS workshop (21 January 2025, Barcelona, Spain)

• • STEADINESS for Complex and Critical Systems
    Co-chair: Danh Le-Phuoc (TU Berlin)

KGCW2024: Fifth International Workshop on Knowledge Graph Construction (26-27 May 2024, Hersonissos, Greece)

• • Not Everybody Speaks RDF: Knowledge Conversion between Different Data Representations
    Authors: Marco Grassi, Alessio Carenini, Mario Scrocca,  Marco Comerio and Irene Celino (Cefriel)
    Preprint

HIPEAC 2024 – ENHANCE workshop (17-19 January 2024, Munich, Germany)

• • ENHANCE: Enabling Technologies and Dependability in Cyber-Physical Systems
    Co-chair: Danh Le-Phuoc (TU Berlin)

Stream Reasoning Workshop 2023 (4-6 December, Lyon, France)

• • 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)

• • Connect Sensors to Perception via Semantic Streams
    Author: Danh Le-Phuoc (TU Berlin)
    Keynote talk

KGCW’23: 4th International Workshop on Knowledge Graph Construction (28 May 2023, Hersonissos, Greece)

• • Composable Semantic Data Transformation Pipelines with Chimera
    Authors: Marco Grassi, Mario Scrocca, Alessio Carenini, Marco Comerio and Irene Celino (Cefriel)
    Preprint

IFIP Networking 2023 – Sec4IoT workshop (12-15 June 2023, Barcelona, Spain)

• • 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)