no code implementations • 6 Feb 2024 • Soheil Hor, Ying Qian, Mert Pilanci, Amin Arbabian
This paper introduces the first theoretical framework for quantifying the efficiency and performance gain opportunity size of adaptive inference algorithms.
no code implementations • 11 Dec 2023 • Soheil Hor, Amin Arbabian
The proposed approach involves a framework for designing and analyzing dynamic AI-in-the-loop sensing systems, suggesting a fundamentally new method for designing adaptive sensing systems through inference-time AI-to-sensor feedback and end-to-end efficiency and performance optimization.