Publications

Max Weber, Christian Kaltenecker, Florian Sattler, Sven Apel, und Norbert Siegmund. Is Performance a Reliable Proxy for Energy Consumption?. Software Engineering 2024 (SE 2024), 99--100, 2024. [PUMA: topic_software yaff]

Stefan Mühlbauer, Florian Sattler, Christian Kaltenecker, Johannes Dorn, Sven Apel, und Norbert Siegmund. Performance Sensitivity Across Configuration and Workload. Gesellschaft für Informatik e.V., 2024. [PUMA: topic_software yaff] URL

Sebastian Simon, Alina Mailach, Johannes Dorn, und Norbert Siegmund. A Methodology for Evaluating RAG Systems: A Case Study On Configuration Dependency Validation. 2024. [PUMA: topic_software yaff] URL

Alina Mailach, Sebastian Simon, Johannes Dorn, und Norbert Siegmund. Practitioners' Discussions on Building LLM-based Applications for Production. 2024. [PUMA: topic_software xack yaff] URL

Alina Mailach, Dominik Gorgosch, Norbert Siegmund, und Janet Siegmund. ``Ok Pal, we have to code that now'': interaction patterns of programming beginners with a conversational chatbot. Empirical Software Engineering, (30)1:34, 30.11.2024. [PUMA: topic_software xack yaff] URL

Alina Mailach, und Norbert Siegmund. Socio-Technical Challenges and Recommendations for Mitigation when Building ML-Enabled Systems. Software Engineering 2024 (SE 2024), 87--88, Gesellschaft für Informatik e.V., Bonn, 2024. [PUMA: topic_software yaff]

Guilherme Korol, Michael Guilherme Jordan, Mateus Beck Rutzig, Jeronimo Castrillon, und Antonio Carlos Schneider Beck. Pruning and Early-Exit Co-Optimization for CNN Acceleration on FPGAs. 2023 Design, Automation and Test in Europe Conference and Exhibition, DATE 2023 - Proceedings, Institute of Electrical and Electronics Engineers Inc., United States of America, 2023. [PUMA: Adaptive CNN Computing Edge FIS_scads FPGA Inference topic_software xack yaff] URL

Guilherme Korol, Michael Guilherme Jordan, Mateus Beck Rutzig, Jeronimo Castrillon, und Antonio Carlos Schneider Beck. Design Space Exploration for CNN Offloading to FPGAs at the Edge. In Fernanda Kastensmidt, Ricardo Reis, Aida Todri-Sanial, Hai Li, und Carolina Metzler (Hrsg.), 2023 IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2023 - Proceedings, IEEE Computer Society, United States of America, 2023. [PUMA: CNN Computing Edge FIS_scads FPGA IoT Offloading topic_software xack yaff] URL

Nesrine Khouzami, Friedrich Michel, Pietro Incardona, Jeronimo Castrillon, und Ivo F. Sbalzarini. Model-based autotuning of discretization methods in numerical simulations of partial differential equations. Journal of Computational Science, (57):101489, Elsevier BV, Januar 2022. [PUMA: topic_software topic_lifescience imported] URL

Lester Kalms, Tim Häring, und Diana Goehringer. DECISION: Distributing OpenVX Applications on CPUs, GPUs and FPGAs using OpenCL. 84--91, Mai 2022. [PUMA: topic_software topic_federatedlearn imported]

Pirah Noor Soomro, Mustafa Abduljabbar, Jeronimo Castrillon, und Miquel Pericàs. Shisha: Online scheduling of CNN pipelines on heterogeneous architectures. arXiv, 2022. [PUMA: topic_software]

Stefan Mühlbauer, Florian Sattler, Christian Kaltenecker, Johannes Dorn, Sven Apel, und Norbert Siegmund. Analyzing the Impact of Workloads on Modeling the Performance of Configurable Software Systems. 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE), 2023. [PUMA: topic_software]

Norbert Siegmund, Johannes Dorn, Max Weber, Christian Kaltenecker, und Sven Apel. Green configuration: Can artificial intelligence help reduce energy consumption of configurable software systems?. Computer (Long Beach Calif.), (55)3:74--81, Institute of Electrical and Electronics Engineers (IEEE), März 2022. [PUMA: topic_software]

Miguel Velez, Pooyan Jamshidi, Norbert Siegmund, Sven Apel, und Christian Kästner. On debugging the performance of configurable software systems. Proceedings of the 44th International Conference on Software Engineering, ACM, New York, NY, USA, Mai 2022. [PUMA: topic_software]

Hamid Farzaneh, João Paulo Cardoso de Lima, Mengyuan Li, Asif Ali Khan, Xiaobo Sharon Hu, und Jeronimo Castrillon. C4CAM: A Compiler for CAM-based In-memory Accelerators. Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3, ACM, New York, NY, USA, April 2024. [PUMA: topic_software xack yaff]

João Paulo C de Lima, Asif Ali Khan, Luigi Carro, und Jeronimo Castrillon. Full-Stack Optimization for CAM-Only DNN Inference. arXiv, 2024. [PUMA: topic_software xack yaff]

Hamid Farzaneh, João Paulo Cardoso De Lima, Ali Nezhadi Khelejani, Asif Ali Khan, Mahta Mayahinia, Mehdi Tahoori, und Jeronimo Castrillon. SHERLOCK: Scheduling Efficient and Reliable Bulk Bitwise Operations in NVMs. Proceedings of the 61th Annual Design Automation Conference (DAC'24), ACM, Juni 2024. [PUMA: topic_software xack yaff]

Asif Ali Khan, João Paulo C. De Lima, Hamid Farzaneh, und Jeronimo Castrillon. The landscape of compute-near-memory and compute-in-memory: A research and commercial overview. arXiv, 2024. [PUMA: topic_software xack yaff]

Caio Vieira, Jeronimo Castrillon, und Antonio Carlos Schneider Beck. Hyperdimensional Computing Quantization with Thermometer Codes. 6th Workshop on Accelerated Machine Learning (AccML), co-located with 19th International Conference on High-Performance and Embedded Architectures and Compilers (HiPEAC), 7pp, Januar 2024. [PUMA: topic_software yaff] URL

Michael Niemier, Zephan Enciso, Mohammad Mehdi Sharifi, X. Sharon Hu, Ian O'Connor, Alexander Graening, Ravit Sharma, Puneet Gupta, Jeronimo Castrillon, João Paulo C. de Lima, Asif Ali Khan, Hamid Farzaneh, Nashrah Afroze, Asif Islam Khan, und Julien Ryckaert. Smoothing Disruption Across the Stack: Tales of Memory, Heterogeneity, and Compilers. Proceedings of the 2024 Design, Automation and Test in Europe Conference (DATE), 1--10, IEEE, März 2024. [PUMA: topic_software] URL

Stefan Mühlbauer, Florian Sattler, Christian Kaltenecker, Johannes Dorn, Sven Apel, und Norbert Siegmund. Analyzing the Impact of Workloads on Modeling the performance of Configurable Software Systems (supplementary material). Zenodo, 2023. [PUMA: topic_software]

Florian Sattler, Sebastian Böhm, Philipp Schubert, Norbert Siegmund, und Sven Apel. SEAL: Integrating Program Analysis and Repository Mining. ACM Transactions on Software Engineering and Methodology, (32)Februar 2023. [PUMA: topic_software]

Stefan Mühlbauer, Florian Sattler, Christian Kaltenecker, Johannes Dorn, Sven Apel, und Norbert Siegmund. Analysing the impact of workloads on modeling the performance of configurable software systems. 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE), IEEE, Mai 2023. [PUMA: topic_software]

Florian Sattler, Sebastian Böhm, Philipp Dominik Schubert, Norbert Siegmund, und Sven Apel. SEAL: Integrating program analysis and repository mining. ACM Trans. Softw. Eng. Methodol., (32)5:1--34, Association for Computing Machinery (ACM), September 2023. [PUMA: topic_software]

Sebastian Simon, Nikolay Kolyada, Christopher Akiki, Martin Potthast, Benno Stein, und Norbert Siegmund. Exploring hyperparameter usage and tuning in machine learning research. 2023 IEEE/ACM 2nd International Conference on AI Engineering -- Software Engineering for AI (CAIN), IEEE, Mai 2023. [PUMA: topic_software topic_language]

Alina Mailach, und Norbert Siegmund. Socio-Technical Anti-Patterns in Building ML-Enabled Software: Insights from Leaders on the Forefront. 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE), 690--702, IEEE, Mai 2023. [PUMA: topic_software Economics;Biological learning;Software modeling;Pipelines;Production;Manuals;Machine system systems]