Oscillatory Neural Network with High-Order Sub-Harmonic Injection Locking

discrete states. We leverage this multistate phase quantization in ONNs to solve graph coloring problems and determine the corresponding chromatic numbers. These results establish a pathway for extending the computational capability of phase-based neuromorphic hardware.

Authors

Institutions

Publication Details

Journal
ACS Applied Materials & Interfaces
Published
2026-04-13
DOI
https://doi.org/10.1021/acsami.6c04922
Primary Topic
Neural Networks and Reservoir Computing
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Oscillatory Neural Network with High-Order Sub-Harmonic Injection Locking

Jun-Hyoung Park, Seok Hyun Yun, Ye-Seong Chung, Sang-Won Lee et al.
ACS Applied Materials & Interfaces
Neural Networks and Reservoir Computing
article

Oscillatory Neural Network with High-Order Sub-Harmonic Injection Locking

Jun-Hyoung Park, Seok Hyun Yun, Ye-Seong Chung, Sang-Won Lee, Ho-Young Maeng
article en

Abstract

discrete states. We leverage this multistate phase quantization in ONNs to solve graph coloring problems and determine the corresponding chromatic numbers. These results establish a pathway for extending the computational capability of phase-based neuromorphic hardware.

ACS Applied Materials & InterfacesVol. 18(15)
Korea Advanced Institute of Science and Technology (KR)
Korea Institute for Advancement of Technology, National Research Foundation of Korea
Affordable and clean energy
Openalex Percentile: Top 17%
Neural Networks and Reservoir Computing
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.