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Bashima Islam

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Power, Energy and AnalysisEMSOFT 20222022-10-07
CapOS detects gradual capacitor degradation, switches from just-in-time checkpointing to a timer-based rollback recovery and reports about 60% higher…
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BreathTrack: Detecting Regular Breathing Phases from Unannotated Acoustic Data Captured by a ...UbiComp 20212021-09-21
A smartphone microphone model learns inhalation and exhalation by transferring labels from IMU signals using a teacher-student transfer where the teacher is a…
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Zygarde: Time-Sensitive On-Device Deep Inference and Adaptationon Intermittently-Powered SystemsUbiComp / ISWC 20202020-09-12
Zygarde is an energy- and accuracy-aware scheduler that runs compressed DNNs on batteryless microcontroller-class devices, modeling bursty harvestable energy…
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Intermittent Learning: On-Device Machine Learning on Intermittently Powered SystemUbiComp / ISWC 20202020-09-12
Framework schedules ML subtasks around harvest interrupts and uses an algorithm plus three runtime heuristics to decide which examples to keep or discard…
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