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Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning)

Publications associées (33)

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A vector field method on the distorted Fourier side and decay for wave equations with potentials

Joachim Krieger, Roland Donninger

We study the Cauchy problem for the one-dimensional wave equation

\partial_t^2 u(t,x)-\partial_x^2 u(t,x)+V(x)u(t,x)=0.

The potential

V

is assumed to be smooth with asymptotic behavior

V(x)\sim -\tfrac14 |x|^{-2}\mbox{ as } |x|\to \infty.

...

2016

Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning)

Graph Chatbot

Chattez avec Graph Search

Fixing by Mixing: A Recipe for Optimal Byzantine ML under Heterogeneity

Diversity of radial spin textures in chiral materials

Byzantine Machine Learning Made Easy By Resilient Averaging of Momentums

Locally supported tangential vector, n-vector, and tensor fields

Observation of tau(-) -> pi(-)nu(tau)e(+)e(-) and search for tau(-) -> pi(-)nu(tau)mu(+)mu(-)

Low-latency speaker spotting with online diarization and detection

Convergence of the Exponentiated Gradient Method with Armijo Line Search

Structure preserving model reduction of parametric Hamiltonian systems

A vector field method on the distorted Fourier side and decay for wave equations with potentials

Parallel algorithms for tensor completion in the CP format

Fixing by Mixing: A Recipe for Optimal Byzantine ML under Heterogeneity

Diversity of radial spin textures in chiral materials

Locally supported tangential vector, n-vector, and tensor fields

Observation of tau(-) -> pi(-)nu(tau)e(+)e(-) and search for tau(-) -> pi(-)nu(tau)mu(+)mu(-)

Low-latency speaker spotting with online diarization and detection

Convergence of the Exponentiated Gradient Method with Armijo Line Search

A vector field method on the distorted Fourier side and decay for wave equations with potentials

Structure preserving model reduction of parametric Hamiltonian systems

Parallel algorithms for tensor completion in the CP format

Byzantine Machine Learning Made Easy By Resilient Averaging of Momentums