Welcome to Scalable Energy-Efficient Computing Systems (SCALE) Laboratory
Recent News:
- 2024/10: News article on our work on PoliTune
- 2024/10: Congratulations to Ahmed Agiza for successfully completing his Ph.D. thesis
- 2024/09: Congratulations to Jingxiao Ma for successfully completing his Ph.D. thesis
- 2024/07: new NSF grant to support reseearch for ML-powered EDA methods
- 2024/05: IEEE Trans on CAD paper with A. Coskun receives IEEE TCAD Donald O. Pederson Best Paper Award.
- 2024/04: Congratulations to Marina Neseem for successfully completing her Ph.D. thesis.
Recent Papers:
- CPVR ‘24 – MTLoRA: Low-Rank Adaptation Approach for Efficient Multi-Task Learning
- CVPR ‘24 – PikeLPN: Mitigating Overlooked Inefficiencies of Low-Precision Neural Networks
- ISLPED ‘23 – WeNet: Configurable Neural Network with Dynamic Weight-Enabling for Efficient Inference
- Annals of OR ‘23 – Automatic MILP Solver Configuration by Learning Problem Similarities
- Nature Communications – Digital Circuits and Neural Networks based on Acid-Base Chemistry implemented by Robotic Fluid Handling
Research Themes::
- HW/SW Co-Design for AI
- Energy-Efficient and Sustainable Computing
- Machine Learning for Combinatorial Optimization and EDA
- AI and Social Sciences
- Molecular Computing
Recent Videos: