SCIENTIFIC RESULTS

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Open source software
Publications – Papers
Publication – Master Thesis
Publication – Poster
Publications – Journals
Presentations/Panels
Workshops

Open source software (GitHub repos)

    • Distributed In-Network Computing (DINC)
      DINC is a framework to provide automating distributed in-network computing services. This repository is the artifact for the paper “DINC: Toward Distributed In-Network Computing”  in ACM CoNEXT ’23.
    • P4Pir
      P4Pir is an in-network traffic analysis framework in IoT gateway, leveraging in-network ML inference for accurate detection and fast mitigation of emerging attacks.
    • Chimera
      Chimera is related to the publication “Composable Semantic Transformation Pipelines”. This is a component for the open-source Apache Camel.
    • Mapping-template
      A template-based component exploiting Apache Velocity to define declarative mappings for schema and data transformations.

Publications – Papers

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

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, Crete, 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

Publication – Poster

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

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

Publication – Master Thesis

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

Publications – Journals

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

ACM SIGMOD/PODS International Conference on Management on Data 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

Presentations/Panels

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

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

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)

  • Semantic Programming for IoT-Edge-Cloud Continuum
    Authors: Anh Le Tuan, Danh Le Phuoc (TU Berlin), David Bowden (Dell Technologies)
    Supported by EU Commission and Dell Technologies

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, Crete, 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)

 

 

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