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08/03/2023
Efficient Model Adaptation for Continual Learning at the Edge
Most machine learning (ML) systems assume stationary and matching data d...
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10/14/2022
Low-power In-pixel Computing with Current-modulated Switched Capacitors
We present a scalable in-pixel processing architecture that can reduce t...
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08/17/2022
Learning with Local Gradients at the Edge
To enable learning on edge devices with fast convergence and low memory,...
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08/09/2022
Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2
One approach to meet the challenges of deep lifelong reinforcement learn...
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06/10/2022
Real-time Hyper-Dimensional Reconfiguration at the Edge using Hardware Accelerators
In this paper we present Hyper-Dimensional Reconfigurable Analytics at t...
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06/10/2022