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researcher

M. Rafayelyan

8 papers hereh-index 13787 citations51 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3
  • middle author5

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • physics.optics4
  • cond-mat.dis-nn1
  • cs.ET1
  • cs.NE1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20162022
most citedLarge-Scale Optical Reservoir Computing for Spatiotemporal Chaotic Systems Prediction

193 citations · 515 across the 8 of their papers we have counts for

collaborators
Showing 2020Show all

3 papers · 1 filter

stat.ML2020★ 12 cited

Reservoir Computing meets Recurrent Kernels and Structured Transforms

Jonathan Dong, Ruben Ohana, Mushegh Rafayelyan +1

Reservoir Computing is a class of simple yet efficient Recurrent Neural Networks where internal weights are fixed at random and only a linear output layer is trained. In the large…

physics.optics2020★ 66 cited

Scalable spin-glass optical simulator

Davide Pierangeli, Mushegh Rafayelyan, Claudio Conti +1

Many developments in science and engineering depend on tackling complex optimizations on large scales. The challenge motivates intense search for specific computing hardware that t…

physics.optics2020★ 193 cited

Large-Scale Optical Reservoir Computing for Spatiotemporal Chaotic Systems Prediction

Mushegh Rafayelyan, Jonathan Dong, Yongqi Tan +2

Reservoir computing is a relatively recent computational paradigm that originates from a recurrent neural network and is known for its wide range of implementations using different…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.