www-ai.cs.tu-dortmund.de/LEHRE/VORLESUNGEN/LOPT/SS16/index.html
TU Dortmund -- Computer Science VIII
Stochastic ADMM, ICML 2014
Accelerated ADMM, KDD 2015
Sentence Regularization by ADMM, ICML 2014
Bregman ADMM
Accelerated Linearized ADMM, SIAM J. Imaging Sci, 2015
[BCD]
Basis paper: On the Convergence of Block [...] 2009
ADAGRAD, JMLR 2011
SAG, NIPS 2012
SDCA, JMLR 2013
SVRG, NIPS 2013 [Chosen by Mirko]
ADAM, ICLR 2015
[Stochastic second-order]
Hessian-free second order, ICML 2011 [Chosen by Michael]
K-FAC, ICML 2011 [...] Block Coordinate Descent Type Methods, SIOPT, 2013
SPDC, ICML 2015
more to be added
>> Application-centric (interesting application + basic method is possible. Finding newer/better papers is recommended) …