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Dimitrios Stamoulis
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Single-path nas: Designing hardware-efficient convnets in less than 4 hours
D Stamoulis, R Ding, D Wang, D Lymberopoulos, B Priyantha, J Liu, ...
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2019
3542019
NeuralPower: Predict and Deploy Energy-Efficient Convolutional Neural Networks
E Cai, DC Juan, D Stamoulis, D Marculescu
Asian Conference on Machine Learning, 622-637, 2017
2422017
Hyperpower: Power-and memory-constrained hyper-parameter optimization for neural networks
D Stamoulis, E Cai, DC Juan, D Marculescu
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 19-24, 2018
115*2018
Designing adaptive neural networks for energy-constrained image classification
D Stamoulis, TW Chin, AK Prakash, H Fang, S Sajja, M Bognar, ...
Proceedings of the international conference on computer-aided design, 1-8, 2018
882018
Hardware-aware machine learning: Modeling and optimization
D Marculescu, D Stamoulis, E Cai
Proceedings of the International Conference on Computer-Aided Design, 1-8, 2018
802018
Single-path mobile automl: Efficient convnet design and nas hyperparameter optimization
D Stamoulis, R Ding, D Wang, D Lymberopoulos, B Priyantha, J Liu, ...
IEEE Journal of Selected Topics in Signal Processing 14 (4), 609-622, 2020
472020
Stable Diffusion For Aerial Object Detection
Y Jian, F Yu, S Singh, D Stamoulis
NeurIPS 2023 Workshop on Synthetic Data Generation with Generative AI, 2023
302023
Geollm-engine: A realistic environment for building geospatial copilots
S Singh, M Fore, D Stamoulis
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
282024
Profit:Priority and Power/Performance Optimization for Many-Core Systems
Z Chen, D Stamoulis, D Marculescu
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2017
282017
Exploring aging deceleration in FinFET-based multi-core systems
E Cai, D Stamoulis, D Marculescu
2016 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2016
252016
Less is more: Optimizing function calling for llm execution on edge devices
V Paramanayakam, A Karatzas, I Anagnostopoulos, D Stamoulis
2025 Design, Automation & Test in Europe Conference (DATE), 1-7, 2025
242025
Single-Path NAS: Device-Aware Efficient ConvNet Design
D Stamoulis, R Ding, D Wang, D Lymberopoulos, B Priyantha, J Liu, ...
ICML 2019 Joint Workshop on On-Device Machine Learning & Compact Deep Neural …, 2019
222019
Can we guarantee performance requirements under workload and process variations?
D Stamoulis, D Marculescu
Proceedings of the 2016 International Symposium on Low Power Electronics and …, 2016
192016
An llm-tool compiler for fused parallel function calling
S Singh, A Karatzas, M Fore, I Anagnostopoulos, D Stamoulis
arXiv preprint arXiv:2405.17438, 2024
172024
GeckOpt: LLM System Efficiency via Intent-Based Tool Selection
M Fore, S Singh, D Stamoulis
Proceedings of the Great Lakes Symposium on VLSI 2024, 353-354, 2024
162024
Capturing true workload dependency of bti-induced degradation in cpu components
D Stamoulis, S Corbetta, D Rodopoulos, P Weckx, P Debacker, BH Meyer, ...
Proceedings of the 26th edition on Great Lakes Symposium on VLSI, 373-376, 2016
162016
Multi-Agent Geospatial Copilots for Remote Sensing Workflows
C Lee, V Paramanayakam, A Karatzas, Y Jian, M Fore, H Liao, F Yu, R Li, ...
arXiv preprint arXiv:2501.16254, 2025
152025
Towards latency-aware DNN optimization with GPU runtime analysis and tail effect elimination
F Yu, Z Xu, T Shen, D Stamoulis, L Shangguan, D Wang, R Madhok, ...
arXiv preprint arXiv:2011.03897, 2020
152020
Evaluating Tool-Augmented Agents in Remote Sensing Platforms
S Singh, M Fore, D Stamoulis
ICLR 2024 2nd ML4RS Workshop, 2024
132024
AntiDoteX: Attention-based dynamic optimization for neural network runtime efficiency
F Yu, Z Xu, C Liu, D Stamoulis, D Wang, Y Wang, X Chen
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2022
132022
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