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researcher

B. Scellier

21 papers hereh-index 172.5k citations24 works total

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

author position
  • sole author3
  • first author6
  • middle author6
  • last author6

Across the 21 of 21 papers where every author was matched, so the position is known.

fields
  • cs.LG11
  • cs.NE4
  • cond-mat.dis-nn2
  • cs.ET1
  • hep-th1
  • physics.app-ph1

identity via Semantic Scholar / OpenAlex

activity
20162026
most citedTraining End-to-End Analog Neural Networks with Equilibrium Propagation

41 citations · 152 across the 18 of their papers we have counts for

collaborators
Showing 2022Show all

3 papers · 1 filter

cond-mat.dis-nn2022★ 3 cited

Frequency propagation: Multi-mechanism learning in nonlinear physical networks

Vidyesh Rao Anisetti, A. Kandala, B. Scellier +1

We introduce frequency propagation, a learning algorithm for nonlinear physical networks. In a resistive electrical circuit with variable resistors, an activation current is applie…

cs.LG2022★ 4 cited

Agnostic Physics-Driven Deep Learning

Benjamin Scellier, Siddhartha Mishra, Yoshua Bengio +1

This work establishes that a physical system can perform statistical learning without gradient computations, via an Agnostic Equilibrium Propagation (Aeqprop) procedure that combin…

hep-th2022★ 8 cited

Vacua of ω-deformed SO(8) supergravity

David Berman, Thomas Fischbacher, Gianluca Inverso +1

We perform a detailed analysis of the vacua of ω-deformed SO(8) supergravity in four dimensions. In particular, using Tensorflow-based numerical methods, we track how the equilib…

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