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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

Convergence of the Exponentiated Gradient Method with Armijo Line Search

Diversity of radial spin textures in chiral materials

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

Structure preserving model reduction of parametric Hamiltonian systems

Byzantine Machine Learning Made Easy By Resilient Averaging of Momentums

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

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