Search Results for author: Jiechen Chen

Found 5 papers, 0 papers with code

Neuromorphic Split Computing with Wake-Up Radios: Architecture and Design via Digital Twinning

no code implementations2 Apr 2024 Jiechen Chen, Sangwoo Park, Petar Popovski, H. Vincent Poor, Osvaldo Simeone

This work proposes a novel architecture that integrates a wake-up radio mechanism within a split computing system consisting of remote, wirelessly connected, NPUs.

Informativeness

Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks

no code implementations25 Oct 2023 Jiechen Chen, Sangwoo Park, Osvaldo Simeone

Spiking neural networks (SNNs) are recurrent models that can leverage sparsity in input time series to efficiently carry out tasks such as classification.

Conformal Prediction Decision Making +3

SpikeCP: Delay-Adaptive Reliable Spiking Neural Networks via Conformal Prediction

no code implementations18 May 2023 Jiechen Chen, Sangwoo Park, Osvaldo Simeone

Spiking neural networks (SNNs) process time-series data via internal event-driven neural dynamics whose energy consumption depends on the number of spikes exchanged between neurons over the course of the input presentation.

Conformal Prediction Time Series

Neuromorphic Integrated Sensing and Communications

no code implementations24 Sep 2022 Jiechen Chen, Nicolas Skatchkovsky, Osvaldo Simeone

Neuromorphic computing is an emerging technology that support event-driven data processing for applications requiring efficient online inference and/or control.

Neuromorphic Wireless Cognition: Event-Driven Semantic Communications for Remote Inference

no code implementations13 Jun 2022 Jiechen Chen, Nicolas Skatchkovsky, Osvaldo Simeone

In order to enable adaptation of the receiver to the fading channel conditions, we introduce a hypernetwork to control the weights of the decoding SNN using pilots.

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