KIP-Veröffentlichungen

Jahr 2025
Autor(en) Robin Dietrich, Philipp Spilger, Eric Müller, Johannes Schemmel, Alois C. Knoll
Titel Sequence Learning with Analog Neuromorphic Multi-Compartment Neurons and On-Chip Structural STDP
KIP-Nummer HD-KIP 25-112
KIP-Gruppe(n) F9
Dokumentart Paper
doi 10.1007/978-3-031-82487-6_15
Abstract (en)

Neuromorphic computing is a candidate for advancing today's AI systems towards fast and efficient online learning and inference. By exploiting biological principles, mixed-signal neuromorphic chips are well suited for emulating spiking neural networks (SNNs). Nevertheless, especially time-coded SNNs tend to struggle with the noise, uncertainty, and heterogeneity introduced by analog neuromorphic.

bibtex
@inproceedings{dietrich2025sequence,
  author   = {Dietrich, Robin and Spilger, Philipp and M{\"u}ller, Eric and Schemmel, Johannes and Knoll, Alois C.},
  title    = {Sequence Learning with Analog Neuromorphic Multi-Compartment Neurons and On-Chip Structural STDP},
  booktitle = {},
  year     = {2025},
  pages    = {207--230}
}