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Peter Toth

2 accepted papers

2021

Gated Linear Networks

AAAI 2021technical

This paper presents a new family of backpropagation-free neural architectures, Gated Linear Networks (GLNs). What distinguishes GLNs from contemporary neural networks is the distributed and local nature of their credit assignment mechanism; each neuron directly predicts the target, forgoing the abil…

Cited by 48SourcePDFScholar
2020

Hamiltonian Generative Networks

ICLR 2020spotlight

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 conserved quantities, and they come equipped with many useful properties, like time reversibility and smooth interpolation in ti…

Cited by 264SourceScholar