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2025

  • Vincenzo De Maio, Ivona Brandic, Ewa Deelman, Jürgen Cito: The Road to Hybrid Quantum Programs: Characterizing the Evolution from Classical to Hybrid Quantum Software QSE-NE (co-located with ESEC/FSE 2025) [preprint] pdf
  • Daniel May, Alessandro Tundo, Shashikant Ilager, and Ivona Brandic. Towards Energy-Efficient Split Computing: A Hardware-Software Co-Design Perspective, 20th European Conference on Computer Systems (EuroSys), March 30 - April 3, 2025, Rotterdam, The Netherlands. [Poster Paper] pdf Poster
  • Shashikant Ilager, Lukas Florian Briem and Ivona Brandic. GREEN-CODE: Learning Energy Efficient Code Generation in LLMs, 2025 IEEE 25th International Symposium on Cluster, Cloud and Internet Computing (CCGrid), May 19-22 2025, Tromso, Noway. Preprint
  • Herbst S., Cranganore S.S., De Maio V., and Brandic I. Exploring channel distinguishability in local neighborhoods of the model space in quantum neural networks. The Thirteenth International Conference on Learning Representations. 2025 (to appear). pdf doi

2024

  • Meerzhan Kanatbekova, Shashikant Ilager, Ivona Brandic. ABBA-VSM: Time Series Classification using Symbolic Representation on the Edge. ICSOC 2024: International Conference on Service-Oriented Computing Tunis, Tunisia, December 3-6, 2024. pdf
  • Xiaoyu Chu, Daniel Hofstätter, Shashikant Ilager, Sacheendra Talluri, Duncan Kampert, Damian Podareanu, Dmitry Duplyakin, Ivona Brandic, Alexandru Iosup. Generic and ML Workloads in an HPC Datacenter: Node Energy, Job Failures, and Node-Job Analysis. The 30th International Conference on Parallel and Distributed Systems (ICPADS 2024), Belgrade, Serbia, October 10-14, 2024. pdf
  • Sabrina Herbst, Vincenzo de Maio, Ivona Brandic, "On Optimizing Hyperparameters for Quantum Neural Networks," 2024 IEEE International Conference on Quantum Computing and Engineering (QCE), Montreal, QC, Canada, 2024, pp. 1478-1489 pdf doi
  • Vincenzo De Maio, Dominik Bork and Ivona Brandic. RIGOLETTO: A Workflow Definition Language for Hybrid Quantum-Classical Scientific Applications. 26th IEEE Int'l Conference on Business Informatics (CBI) 2024. pdf
  • Auday Al-Dulaimy, Matthijs Jansen, Bjarne Johansson, Animesh Trivedi, Alexandru Iosup, Mohammad Ashjaei, Antonino Galletta, Dragi Kimovski, Radu Prodan, Konstantinos Tserpes, George Kousiouris, Chris Giannakos, Ivona Brandic, Nawfal Ali, Andre B. Bondi, Alessandro V. Papadopoulos. The Computing Continuum: From IoT to the Cloud. Internet of Things, Springer. (to appear) pdf
  • Sandeep Suresh Cranganore, Vincenzo De Maio, Ivona Brandic, Ewa Deelman. Paving the Way to Hybrid Quantum-Classical Scientific Workflows. Future Generation Computer Systems, 2024 (to appear). pdf
  • Alessio Catalfamo, Atakan Aral, Ivona Brandic, Ewa Deelman, and Massimo Villari. Machine Learning Workflows in the Computing Continuum for Environmental Monitoring. 24th International Conference on Computational Science (ICCS), 2-4 July 2024, Malaga, Spain. pdf
  • Shashikant Ilager, Daniel Balouek, Sidi Mohammed Kaddour, Ivona Brandic. Proteus: Towards Intent-driven Automated Resource Management Framework for Edge Sensor Nodes. 14th Workshop on AI and Sceientific Computing at Scale using Flexible Computing Infrastructures (FlexScience 2024), in conjunction with HPDC 2024, Pisa, Italy, June 3-4, 2024. pdf
  • Vincenzo De Maio, Meerzhan Kanatbekova, Felix Zilk, Nicolai Friis, Tobias Guggemos, and Ivona Brandic. Training Computer Scientists for the Challenges of Hybrid Quantum-Classical Computing. The 24th IEEE/ACM international Symposium on Cluster, Cloud and Internet Computing. Philadelphia, May 6-9, 2024. (to appear). pdf
  • Paul Joe Maliakel, Shashikant Ilager, Ivona Brandic, "FLIGAN: Enhancing Federated Learning with Incomplete Data using GAN," In the ACM 7th International Workshop on Edge Systems, Analytics and Networking (EdgeSys24)(EuroSys24), Athens, Greece, 22nd April, 2024. pdf

2023

  • Sabtain Ahmad, Atakan Aral, "Hierarchical Federated Transfer Learning: A Multi-Cluster Approach on the Computing Continuum," 22nd International Conference on Machine Learning and Applications (ICMLA 2023), Florida, USA, December 15-17, 2023. pdf
  • T. Tolga Sari, Sabtain Ahmad, Atakan Aral, Gökhan Seçinti: Collaborative Smart Environmental Monitoring Using Flying Edge Intelligence. GLOBECOM 2023: 5336-5341 pdf
  • Ahmad, Sabtain. "Communication and Energy Efficient Edge Intelligence." 2022 IEEE/ACM International Conference on Big Data Computing, Applications and Technologies (BDCAT). IEEE, 2022. pdf
  • Shashikant Ilager, Adel N. Toosi, Mayank Raj Jha, Ivona Brandic, Rajkumar Buyya, "A Data-driven Analysis of a Cloud Data Center: Statistical Characterization of Workload, Energy and Temperature", In Proceedings of the 16th IEEE/ACM International Conference on Utility and Cloud Computing (UCC2023), Messina, Italy, December 4-7, 2023. pdf
  • Sabtain Ahmad, Halit Uyanık, Tolga Ovatman, Mehmet Tahir Sandıkkaya, Vincenzo De Maio, Ivona Brandic, Atakan Aral, "Sustainable Environmental Monitoring via Energy and Information Efficient Multi-Node Placement," IEEE Internet of Things Journal, 2023. pdf
  • Vincenzo De Maio, Ivona Brandic, "Accelerating Scientific Applications with the Quantum Edge: a Drug Design Use Case. Virtualization in High-Performance Cloud Computing (VHPC)", held in conjunction with ISC-High Performance, Hamburg, Germany, May 21-25, 2023. pdf
  • Sabrina Herbst, Vincenzo de Maio, Ivona Brandic, "Streaming IoT Data and the Quantum Edge: A Classic/Quantum Machine Learning Use Case," International Workshop on Urgent Analytics for Distributed Computing, Limassol, Cyprus (collocated with Euro-Par 2023). pdf doi
  • Alessandro Tundo, Marco Mobilio, Shashikant Ilager, Ivona Brandic, "An Energy-Aware Approach to Design Self-Adaptive AI-based Applications on the Edge," 38th IEEE/ACM International Conference on Automated Software Engineering (ASE2023), Luxembourg, Sep 11-15, 2023. pdf
  • Shashikant Ilager, Vincenzo De Maio, Ivan Lujic, and Ivona Brandic, "Data-centric Edge-AI: A Symbolic Representation Use Case," In IEEE Symposium on intelligent Edge Computing and Communications (iEDGE), Chicago, Illinois, USA, July 6-7, 2023 (invited paper). pdf
  • Daniel Luger, Atakan Aral, Ivona Brandić, "Cost-Aware Neural Network Splitting and Dynamic Rescheduling for Edge Intelligence," In the ACM 6th International Workshop on Edge Systems, Analytics and Networking (EdgeSys23)(EuroPar23), Rome, Italy, 8th May, 2023. pdf doi
  • Daniel Hofstätter, Shashikant Ilager, Ivan Lujic, Ivona Brandić, "SymED: Adaptive and Online Symbolic Representation of Data on the Edge," In the 29th International European Conference on Parallel and Distributed Computing(EuroPar23), Limassol, Cyprus, 28th August - 1st Septemeber, 2023. pdf

2022

  • Shashikant Ilager, Jakob Fahringer, Samuel Carlos de Lima Dias, Ivona Brandić, "DEMon: Decentralized Monitoring for Highly Volatile Edge Environments," In the 15th IEEE/ACM International Conference on Utility and Cloud Computing (UCC2022), Vancouver, Washington, USA, December 6-9, 2022. pdf doi
  • Sabtain Ahmad, Atakan Aral, "FedCD: Personalized Federated Learning via Collaborative Distillation," In the 2nd Workshop on Distributed Machine Learning for the Intelligent Computing Continuum (DML-ICC), in conjuction with the 15th IEEE/ACM International Conference on Utility and Cloud Computing (UCC2022), Vancouver, Washington, USA, December 6-9, 2022. pdf doi
  • Vincenzo De Maio, David Bermbach, Ivona Brandic, "TAROT: Spatio-Temporal Function Placement for Serverless Smart City Applications," In the 15th IEEE/ACM International Conference on Utility and Cloud Computing (UCC2022), Vancouver, Washington, USA, December 6-9, 2022. pdf doi
  • Sandeep Suresh Cranganore, Vincenzo De Maio, Tu Mai Anh Do, Ivona Brandić and Ewa Deelman, "Molecular Dynamics Workflow Decomposition for Hybrid Classic/Quantum Systems," In The 18th IEEE International eScience Conference (eScience 2022), Salt Lake City, USA, October 11-14, 2022. pdf
  • Vincenzo de Maio, Atakan Aral, and Ivona Brandić, "A Roadmap To Post-Moore Era for Distributed Systems," In Applied Workshop Advanced tools, programming languages, and PLatforms for Implementing and Evaluating algorithms for Distributed systems, held in conjunction with PODC-2022, Salerno, Italy, on July 25, 2022. pdf
  • Ivona Brandic, "Data Science Driven Methods for Sustainable and Failure Tolerant Edge Systems," In Proceedings of the 2022 ACM/SPEC on International Conference on Performance Engineering (ICPE '22), 1, 2022. doi
  • Josip Zilic, Vincenzo De Maio, Atakan Aral, and Ivona Brandic, "Edge Offloading for Microservice Architectures," In Proceedings of the 5th International Workshop on Edge Systems, Analytics and Networking (EdgeSys '22), pp. 1-6, 2022. pdf doi
  • Ivan Lujic, "Foundations for Sustainable and Trustworthy Edge Data Analytics," PhD thesis, Faculty of Informatics, TU Wien, Vienna, Austria, 2022. pdf
  • Sukhpal Singh Gill, Minxian Xu, Carlo Ottaviani, Panos Patros, Rami Bahsoon, Arash Shaghaghi, Muhammed Golec, Vlado Stankovski, Huaming Wu, Ajith Abraham, Manmeet Singh, Harshit Mehta, Soumya K. Ghosh, Thar Baker, Ajith Kumar Parlikad, Hanan Lutfiyya, Salil S. Kanhere, Rizos Sakellariou, Schahram Dustdar, Omer Rana, Ivona Brandic, Steve Uhlig, "AI for next generation computing: Emerging trends and future directions," Internet of Things, March 2022. doi
  • Klervie Toczé, Norbert Schmitt, Ulf Kargén, Atakan Aral and Ivona Brandić, "Edge Workload Trace Gathering and Analysis for Benchmarking," 6th IEEE International Conference on Fog and Edge Computing (ICFEC 2022). pdf

2021

  • Hao Zhou, Atakan Aral, Ivona Brandic, and Melike Erol-Kantarci, "Multi-agent Bayesian Deep Reinforcement Learning for Microgrid Energy Management under Communication Failures," IEEE Internet of Things Journal. pdf
  • David Bermbach, Abhishek Chandra, Chandra Krintz, Aniruddha Gokhale, Aleksander Slominski, Lauritz Thamsen, Everton Cavalcante, Tian Guo, Ivona Brandic, and Rich Wolski, "On the Future of Cloud Engineering," Proceedings of the 9th IEEE International Conference on Cloud Engineering (IC2E 2021), IEEE 2021. (invited paper) pdf
  • Ivona Brandic, "Sustainable and Trustworthy Edge Machine Learning," IEEE Internet Computing, 25(5), pp. 5-9, 2021. doi
  • Ivan Lujic, Vincenzo De Maio, Srikumar Venugopal, and Ivona Brandic, "SEA-LEAP: Self-adaptive and Locality-aware Edge Analytics Placement," IEEE Transactions on Services Computing, 2021. (accepted for publication) pdf doi
  • Ivan Lujic, Vincenzo De Maio, Klaus Pollhammer, Ivan Bodrozic, Josip Lasic, and Ivona Brandic, "Increasing Traffic Safety with Real-Time Edge Analytics and 5G," Proceedings of the 4th International Workshop on Edge Systems, Analytics and Networking (EdgeSys), pp. 19-24, 2021. pdf doi
  • Atakan Aral, Vincenzo De Maio and Ivona Brandic, "ARES: Reliable and Sustainable Edge Provisioning for Wireless Sensor Networks," IEEE Transactions on Sustainable Computing. pdf doi
  • Atakan Aral and Ivona Brandic, "Learning Spatiotemporal Failure Dependencies for Resilient Edge Computing Services," IEEE Transactions on Parallel and Distributed Systems, vol. 32, no. 7, pp. 1578-1590, July 2021. pdf doi

2020

  • Ahmad, Sabtain, et al. "Autoencoder-based condition monitoring and anomaly detection method for rotating machines." 2020 IEEE International Conference on Big Data (Big Data). IEEE, 2020. pdf
  • Ivan Lujic, Vincenzo De Maio, Srikumar Venugopal, Ivona Brandic. SEA-LEAP: Self-adaptive and Locality-aware Edge Analytics Placement. Tech. Rep. EC-TR-2020-02. Fakultät für Informatik an der Technischen Universität Wien, 2020. pdf
  • Ivan Lujic, Vincenzo De Maio and Ivona Brandic, "Resilient Edge Data Management Framework," IEEE Transactions on Services Computing, vol. 13, no. 4, pp. 663-674, 1 July-Aug, 2020. (accepted for publication December 24, 2019). pdf doi
  • Atakan Aral, Melike Erol-Kantarci and Ivona Brandic, "Staleness Control for Edge Data Analytics," (1) ACM SIGMETRICS Conference, Boston, Massachusetts, USA; (2) Proceedings of the ACM on Measurement and Analysis of Computing Systems, vol. 4, no. 2, article 38, June 2020. pdf doi video
  • Atakan Aral, Rafael Brundo Uriarte, Anthony Simonet-Boulogne and Ivona Brandic, "Reliability Management for Blockchain-Based Decentralized Multi-Cloud," 20th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID), Melbourne, Australia, 2020. pdf doi
  • Ivan Lujic, Vincenzo De Maio, Atakan Aral, Fani Basic, Josip Zilic and Ivona Brandic, "RUCON LiveLab: Distributed Analytics for Edge Computing," Research Demonstration in 20th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID), Melbourne, Australia, 2020. pdf
  • Vincenzo De Maio and Dragi Kimovski, "Multi-Objective Scheduling of Extreme Data Scientific Workflows in Fog," in Future Generation Computer Systems, 2020. doi
  • Atakan Aral and Vincenzo De Maio, "Simulators and Emulators for Edge Computing," in J. Taheri and S. Deng (Eds.), Edge Computing: Models, Technologies and Applications, IET, 2020. pdf doi

2019

  • Josip Zilic, Atakan Aral and Ivona Brandic. EFPO: Energy Efficient and Failure Predictive Edge Offloading. 12th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2019). Auckland, New Zealand, December 2 - 5, 2019. pdf doi
  • Vincenzo De Maio, Rafael Brundo Uriarte and Ivona Brandic. Energy and Profit-Aware Proof-of-Stake Offloading in Blockchain-based VANETs. 12th IEEE/ACM International Conference on Utility and Cloud Computing (UCC 2019). Auckland, New Zealand, December 2 - 5, 2019. pdf doi
  • Atakan Aral, Ivona Brandic, Rafael Brundo Uriarte, Rocco De Nicola and Vincenzo Scoca, "Addressing Application Latency Requirements through Edge Scheduling," in Journal of Grid Computing, 2019. pdf doi
  • Ivan Lujic and Hong-Linh Truong, "Architecturing Elastic Edge Storage Services for Data-Driven Decision Making," The 13th European Conference on Software Architecture (ECSA 2019), Paris, France, pp. 97-105, Springer, Cham, 2019. pdf doi
  • Klervie Tocze, Norbert Schmitt, Ivona Brandic, Atakan Aral, Simin Nadjm-Tehrani. Towards Edge Benchmarking: A Methodology for Characterizing Edge Workloads. HotCloudPerf 2019 in conjunction with ICAC/SASO 2019, Umeå, Sweden June 16 – 20, 2019. doi
  • Fani Basic, Atakan Aral and Ivona Brandic. Fuzzy Handoff Control in Edge Offloading. IEEE International Conference on Fog Computing (ICFC 2019). Prague, Czech Republic, June 24-26, 2019. [Best Paper Candidate] pdf doi
  • Vincenzo De Maio and Ivona Brandic. Multi-Objective Mobile Edge Provisioning in Small Cell Clouds. The 10th ACM/SPEC International Conference on Performance Engineering (ICPE 2019). Mumbai, India, April 7-11, 2019. pdf doi

2018

  • Suejb Memeti, Sabri Pllana, Alécio P. D. Binotto, Joanna Kolodziej, Ivona Brandic: A Review of Machine Learning and Meta-heuristic Methods for Scheduling Parallel Computing Systems. The International Conference on Learning and Optimization Algorithms: Theory and Applications (LOPAL'2018) doi
  • Suejb Memeti, Sabri Pllana, Alecio Binotto, Joanna Kolodziej, Ivona Brandic. Using meta-heuristics and machine learning for software optimization of parallel computing systems: a systematic literature review. Springer Computing. 2018. doi
  • Atakan Aral and Ivona Brandic, "Dependency Mining for Service Resilience at the Edge," 2018 IEEE/ACM Symposium on Edge Computing (SEC), Bellevue, WA, pp. 228-242, 2018. pdf doi
  • Atakan Aral and Ivona Brandic, "Consistency of the Fittest: Towards Dynamic Staleness Control for Edge Data Analytics," Second International Workshop on Autonomic Solutions for Parallel and Distributed Data Stream Processing (Auto-DaSP), Turin, Italy, 2018. pdf doi
  • Ivan Lujic, Vincenzo De Maio and Ivona Brandic, "Adaptive Recovery of Incomplete Datasets for Edge Analytics," 2nd IEEE International Conference on Fog and Edge Computing (ICFEC 2018), Washington DC, USA, 2018. pdf doi
  • Vincenzo De Maio and Ivona Brandic, "First Hop Mobile Offloading of DAG Computations," 2018 18th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID), Washington, DC, pp. 83-92, 2018. pdf doi
  • Atakan Aral and Tolga Ovatman, "A Decentralized Replica Placement Algorithm for Edge Computing," IEEE Transactions on Network and Service Management, vol. 15, no. 2, pp. 516-529, June 2018. pdf doi
  • Vincenzo Scoca, Atakan Aral, Ivona Brandic, Rocco De Nicola and Rafael Brundo Uriarte, "Scheduling Latency-Sensitive Applications in Edge Computing," 8th International Conference on Cloud Computing and Services Science (CLOSER), Funchal, Madeira, Portugal, pp. 158-168, 2018. [Best Student Paper] pdf doi

2017

  • Francisco Almeida, Marcos D. Assunção, Jorge Barbosa, Vicente Blanco, Ivona Brandic, Georges Da Costa, Manuel F. Dolz, Anne C. Elster, Mateusz Jarus, Helen D. Karatza, Laurent Lefèvre, Ilias Mavridis, Ariel Oleksiak, Anne-Cécile Orgerie, Jean-Marc Pierson, "Energy monitoring as an essential building block towards sustainable ultrascale systems," in Sustainable Computing: Informatics and Systems (2017). doi
  • Atakan Aral and Ivona Brandic, "Quality of Service Channelling for Latency Sensitive Edge Applications," 2017 IEEE International Conference on Edge Computing (EDGE), Honolulu, HI, pp. 166-173, 2017. pdf doi
  • Ivan Lujic, Vincenzo De Maio and Ivona Brandic, "Efficient Edge Storage Management Based on Near Real-Time Forecasts," 2017 IEEE 1st International Conference on Fog and Edge Computing (ICFEC), Madrid, pp. 21-30, 2017. pdf doi

2016

  • Drazen Lucanin, Ilia Pietri, Simon Holmbacka, Ivona Brandic, Johan Lilius, and Rizos Sakellariou, "Performance-Based Pricing in Multi-Core Geo-Distributed Cloud Computing," in IEEE Transactions on Cloud Computing, 2016. doi
  • Drazen Lucanin and Ivona Brandic, "Pervasive Cloud Controller for Geotemporal Inputs," in IEEE Transactions on Cloud Computing, vol. 4, no. 2, pp. 180-195, April-June 1 2016. doi