Search Results for author: Soheil Hor

Found 2 papers, 0 papers with code

Adaptive Inference: Theoretical Limits and Unexplored Opportunities

no code implementations6 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.

Sense, Predict, Adapt, Repeat: A Blueprint for Design of New Adaptive AI-Centric Sensing Systems

no code implementations11 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.

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