Abstract: The rapid advancement of edge artificial intelligence can be attributed to the widespread use of edge consumer devices and the enhancement in system-on-chip capabilities. As modern edge ...
Abstract: The challenging deployment of compute- and memory-intensive methods from Deep Neural Network (DNN)-based Continual Learning (CL), underscores the critical need for a paradigm shift towards ...
We introduce PaCoRe (Parallel Coordinated Reasoning), a framework that shifts the driver of inference from sequential depth to coordinated parallel breadth, breaking the model context limitation and ...
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