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05/24/2023
Block-local learning with probabilistic latent representations
The ubiquitous backpropagation algorithm requires sequential updates acr...
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04/10/2023
Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVM
In the past few years, more and more AI applications have been applied t...
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06/13/2022
EGRU: Event-based GRU for activity-sparse inference and learning
The scalability of recurrent neural networks (RNNs) is hindered by the s...
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06/08/2022
Robust Environment Perception for Automated Driving: A Unified Learning Pipeline for Visual-Infrared Object Detection
The RGB complementary metal-oxidesemiconductor (CMOS) sensor works withi...
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05/17/2022
Object Detection and Heading Forecasting by fusing Raw Radar Data using Cross Attention
Radar has been believed to be an inevitable sensor for advanced driver a...
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02/25/2022
Time-coded Spiking Fourier Transform in Neuromorphic Hardware
After several decades of continuously optimizing computing systems, the ...
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05/03/2021
Hardware Implementation of an OPC UA Server for Industrial Field Devices
Industrial plants suffer from a high degree of complexity and incompatib...
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03/15/2021
The SpiNNaker 2 Processing Element Architecture for Hybrid Digital Neuromorphic Computing
This paper introduces the processing element architecture of the second ...
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09/18/2020
Low-Power Low-Latency Keyword Spotting and Adaptive Control with a SpiNNaker 2 Prototype and Comparison with Loihi
We implemented two neural network based benchmark tasks on a prototype c...
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03/30/2020
The Operating System of the Neuromorphic BrainScaleS-1 System
BrainScaleS-1 is a wafer-scale mixed-signal accelerated neuromorphic sys...
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03/21/2019
Dynamic Power Management for Neuromorphic Many-Core Systems
This work presents a dynamic power management architecture for neuromorp...
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03/20/2019
Efficient Reward-Based Structural Plasticity on a SpiNNaker 2 Prototype
Advances in neuroscience uncover the mechanisms employed by the brain to...
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03/17/2017
Pattern representation and recognition with accelerated analog neuromorphic systems
Despite being originally inspired by the central nervous system, artific...
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03/06/2017