Search Results for author: Luke Chen

Found 5 papers, 0 papers with code

SCAR: Scheduling Multi-Model AI Workloads on Heterogeneous Multi-Chiplet Module Accelerators

no code implementations1 May 2024 Mohanad Odema, Luke Chen, Hyoukjun Kwon, Mohammad Abdullah Al Faruque

Emerging multi-model workloads with heavy models like recent large language models significantly increased the compute and memory demands on hardware.

Navigate Scheduling

DOMINO: Domain-invariant Hyperdimensional Classification for Multi-Sensor Time Series Data

no code implementations7 Aug 2023 Junyao Wang, Luke Chen, Mohammad Abdullah Al Faruque

With the rapid evolution of the Internet of Things, many real-world applications utilize heterogeneously connected sensors to capture time-series information.

Domain Generalization Time Series +1

Romanus: Robust Task Offloading in Modular Multi-Sensor Autonomous Driving Systems

no code implementations18 Jul 2022 Luke Chen, Mohanad Odema, Mohammad Abdullah Al Faruque

Due to the high performance and safety requirements of self-driving applications, the complexity of modern autonomous driving systems (ADS) has been growing, instigating the need for more sophisticated hardware which could add to the energy footprint of the ADS platform.

Autonomous Driving Edge-computing +2

Neural Contextual Bandits Based Dynamic Sensor Selection for Low-Power Body-Area Networks

no code implementations24 May 2022 Berken Utku Demirel, Luke Chen, Mohammad Abdullah Al Faruque

Providing health monitoring devices with machine intelligence is important for enabling automatic mobile healthcare applications.

Anomaly Detection Multi-Armed Bandits

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