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Neuromorphic Electronic Agents: from sensory processing to autonomous cognitive behavior

Deliverables

DMP

data management plan, a brief plan to define what data sets the project will generate or process, whether and how these data will be made accessible, and how they will be curated, stored and preserved. The data management plan should also provide information on the measures taken to safeguard and protect sensitive data.

Publications

Robust implementation of cognitive computing computational primitives in mixed-signal neuromorphic processors

Author(s): Dmitrii Zendrikov, Sergio Solinas, Ning Qiao and Giacomo Indiveri
Published in: Conference proceedings, Issue 1 first time this conference was organized, 2018

A Spiking Network for Inference of Relations Trained with Neuromorphic Backpropagation

Author(s): Johannes C. Thiele, Olivier Bichler, Antoine Dupret, Sergio Solinas, Giacomo Indiveri
Published in: 2019 International Joint Conference on Neural Networks (IJCNN), 2019, Page(s) 1-8
DOI: 10.1109/ijcnn.2019.8852360

The Importance of Space and Time for Signal Processing in Neuromorphic Agents: The Challenge of Developing Low-Power, Autonomous Agents That Interact With the Environment

Author(s): Giacomo Indiveri, Yulia Sandamirskaya
Published in: IEEE Signal Processing Magazine, Issue 36/6, 2019, Page(s) 16-28, ISSN 1053-5888
DOI: 10.1109/msp.2019.2928376

Neural State Machines for Robust Learning and Control of Neuromorphic Agents

Author(s): Dongchen Liang, Raphaela Kreiser, Carsten Nielsen, Ning Qiao, Yulia Sandamirskaya, Giacomo Indiveri
Published in: IEEE Journal on Emerging and Selected Topics in Circuits and Systems, Issue 9/4, 2019, Page(s) 679-689, ISSN 2156-3357
DOI: 10.1109/jetcas.2019.2951442

Real-Time Ultra-Low Power ECG Anomaly Detection Using an Event-Driven Neuromorphic Processor

Author(s): Felix Christian Bauer, Dylan Richard Muir, Giacomo Indiveri
Published in: IEEE Transactions on Biomedical Circuits and Systems, Issue 13/6, 2019, Page(s) 1575-1582, ISSN 1932-4545
DOI: 10.1109/tbcas.2019.2953001

A Neuromorphic Computational Primitive for Robust Context-Dependent Decision Making and Context-Dependent Stochastic Computation

Author(s): Dongchen Liang, Giacomo Indiveri
Published in: IEEE Transactions on Circuits and Systems II: Express Briefs, Issue 66/5, 2019, Page(s) 843-847, ISSN 1549-7747
DOI: 10.1109/tcsii.2019.2907848