The focus of the GREEN lab is to create scientific understanding and engineering techniques to design future generation computers. We seek to develop the smart machines that are intelligent to generate usable information from data, secure to ensure privacy and prevent malicious attacks, and finally, energy-effiienct to operate under tight resource constraints. We are breaking the traditional boundaries of design abstractions and creating a holistic understanding and methodology for integrated system design.
The GREEN lab is led by Prof. Saibal Mukhopadhyay. Our research interests include artificial intelligence, energy-efficient design, and secure hardware. We explore cross-layer innovations spanning algorithm, architecture, and mixed-signal circuit design.
A paper on a new approach to adversarial training for secure deep neural networks in International Conference on Learning Representation (ICLR), 2018.
A paper on edge-host collaboration for intelligent surveillance will be presented in Design Automation Conference (DAC), 2018.