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09/20/2023
Containing Analog Data Deluge at Edge through Frequency-Domain Compression in Collaborative Compute-in-Memory Networks
Edge computing is a promising solution for handling high-dimensional, mu...
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09/20/2023
Conformalized Multimodal Uncertainty Regression and Reasoning
This paper introduces a lightweight uncertainty estimator capable of pre...
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09/20/2023
STARNet: Sensor Trustworthiness and Anomaly Recognition via Approximated Likelihood Regret for Robust Edge Autonomy
Complex sensors such as LiDAR, RADAR, and event cameras have proliferate...
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09/04/2023
ADC/DAC-Free Analog Acceleration of Deep Neural Networks with Frequency Transformation
The edge processing of deep neural networks (DNNs) is becoming increasin...
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07/07/2023
Memory-Immersed Collaborative Digitization for Area-Efficient Compute-in-Memory Deep Learning
This work discusses memory-immersed collaborative digitization among com...
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11/13/2021