Sponge: Inference Serving with Dynamic SLOs Using In-Place Vertical Scaling K Razavi, S Ghafouri, M Mühlhäuser, P Jamshidi, L Wang Proceedings of the 4th Workshop on Machine Learning and Systems, 184-191, 2024 | 1 | 2024 |
FlexiBO: A Decoupled Cost-Aware Multi-objective Optimization Approach for Deep Neural Networks (Abstract Reprint) MS Iqbal, J Su, L Kotthoff, P Jamshidi Proceedings of the AAAI Conference on Artificial Intelligence 38 (20), 22700 …, 2024 | | 2024 |
CURE: Simulation-Augmented Auto-Tuning in Robotics MA Hossen, S Kharade, JM O'Kane, B Schmerl, D Garlan, P Jamshidi arXiv preprint arXiv:2402.05399, 2024 | | 2024 |
Software Engineering for Robotics: Future Research Directions; Report from the 2023 Workshop on Software Engineering for Robotics CL Goues, S Elbaum, D Anthony, ZB Celik, M Castillo-Effen, N Correll, ... arXiv preprint arXiv:2401.12317, 2024 | | 2024 |
[Solution] IPA: Inference Pipeline Adaptation to achieve high accuracy and cost-efficiency S Ghafouri, K Razavi, M Salmani, A Sanaee, TL Botran, L Wang, J Doyle, ... Journal of Systems Research 4 (1), 2024 | | 2024 |
HEET: A Heterogeneity Measure to Quantify the Difference across Distributed Computing Systems A Mokhtari, S Ghafouri, P Jamshidi, MA Salehi arXiv preprint arXiv:2312.03235, 2023 | | 2023 |
CAMEO: A Causal Transfer Learning Approach for Performance Optimization of Configurable Computer Systems MS Iqbal, Z Zhong, I Ahmad, B Ray, P Jamshidi Proceedings of the 2023 ACM Symposium on Cloud Computing, 555-571, 2023 | 1 | 2023 |
Introducing Interactions in Multi-Objective Optimization of Software Architectures V Cortellessa, JA Diaz-Pace, D Di Pompeo, S Frank, P Jamshidi, M Tucci, ... arXiv preprint arXiv:2308.15084, 2023 | | 2023 |
IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency S Ghafouri, K Razavi, M Salmani, A Sanaee, T Lorido-Botran, L Wang, ... arXiv preprint arXiv:2308.12871, 2023 | 2 | 2023 |
FlexiBO: A Decoupled Cost-Aware Multi-Objective Optimization Approach for Deep Neural Networks MS Iqbal, J Su, L Kotthoff, P Jamshidi Journal of Artificial Intelligence Research 77, 645-682, 2023 | 30* | 2023 |
Independent Modular Networks H Damirchi, F Agostinelli, P Jamshidi arXiv preprint arXiv:2306.01316, 2023 | | 2023 |
CAMEO: A Causal Transfer Learning Approach for Performance Optimization of Configurable Computer Systems M Shahriar Iqbal, Z Zhong, I Ahmad, B Ray, P Jamshidi arXiv e-prints, arXiv: 2306.07888, 2023 | | 2023 |
CaRE: Finding Root Causes of Configuration Issues in Highly-Configurable Robots MA Hossen, S Kharade, B Schmerl, J Cámara, JM O'Kane, EC Czaplinski, ... IEEE Robotics and Automation Letters 8 (7), 4115-4122, 2023 | 8 | 2023 |
Reconciling high accuracy, cost-efficiency, and low latency of inference serving systems M Salmani, S Ghafouri, A Sanaee, K Razavi, M Mühlhäuser, J Doyle, ... Proceedings of the 3rd Workshop on Machine Learning and Systems, 78-86, 2023 | 10 | 2023 |
Rethinking Robust Contrastive Learning from the Adversarial Perspective F Ghofrani, M Yaghouti, P Jamshidi arXiv preprint arXiv:2302.02502, 2023 | | 2023 |
On the Role of Contrastive Representation Learning in Adversarial Robustness: An Empirical Study. F Ghofrani, M Yaghouti, P Jamshidi CoRR, 2023 | | 2023 |
CaRE: Finding Root Causes of Configuration Issues in Highly-Configurable Robots M Abir Hossen, S Kharade, B Schmerl, J Cámara, JM O'Kane, ... arXiv e-prints, arXiv: 2301.07690, 2023 | | 2023 |
Guidelines for artifacts to support industry-relevant research on self-adaptation D Weyns, I Gerostathopoulos, B Buhnova, N Cardozo, E Cioroaica, ... ACM SIGSOFT Software Engineering Notes 47 (4), 18-24, 2022 | 8 | 2022 |
Improving the Performance of DNN-based Software Services using Automated Layer Caching M Abedi, Y Iouannou, P Jamshidi, H Hemmati arXiv preprint arXiv:2209.08625, 2022 | 1 | 2022 |
SPEC Research-Introducing the Predictive Data Analytics Working Group: Poster Paper A Bauer, M Leznik, MS Iqbal, D Seybold, I Trubin, B Erb, J Domaschka, ... Companion of the 2022 ACM/SPEC International Conference on Performance …, 2022 | | 2022 |