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researcher

Peter Toth

5 papers hereh-index 5409 citations8 works total

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

author position
  • first author1
  • last author3

Across the 4 of 5 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cond-mat.stat-mech1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

most citedEquivariant Hamiltonian Flows

40 citations · 61 across the 3 of their papers we have counts for

collaborators
Showing cs.LGShow all

3 papers · 1 filter

cs.LG2019

Gated Linear Networks

Joel Veness, Tor Lattimore, David Budden +8

This paper presents a new family of backpropagation-free neural architectures, Gated Linear Networks (GLNs). What distinguishes GLNs from contemporary neural networks is the distri…

cs.LG2019

Hamiltonian Generative Networks

Peter Toth, Danilo Jimenez Rezende, Andrew Jaegle +3

The Hamiltonian formalism plays a central role in classical and quantum physics. Hamiltonians are the main tool for modelling the continuous time evolution of systems with conserve…

cs.LG2017★ 18 cited

Online Learning with Gated Linear Networks

Joel Veness, Tor Lattimore, Avishkar Bhoopchand +3

This paper describes a family of probabilistic architectures designed for online learning under the logarithmic loss. Rather than relying on non-linear transfer functions, our meth…

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