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214
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JMLR
2012
13 years 9 months ago
Krylov Subspace Descent for Deep Learning
In this paper, we propose a second order optimization method to learn models where both the dimensionality of the parameter space and the number of training samples is high. In ou...
Oriol Vinyals, Daniel Povey
212
Voted
JMLR
2012
13 years 9 months ago
Low rank continuous-space graphical models
Constructing tractable dependent probability distributions over structured continuous random vectors is a central problem in statistics and machine learning. It has proven diffic...
Carl Smith, Frank Wood, Liam Paninski
ICALP
2009
Springer
16 years 7 months ago
High Complexity Tilings with Sparse Errors
Abstract. Tile sets and tilings of the plane appear in many topics ranging from logic (the Entscheidungsproblem) to physics (quasicrystals). The idea is to enforce some global prop...
Bruno Durand, Andrei E. Romashchenko, Alexander Sh...
186
Voted
PPOPP
2009
ACM
16 years 1 months ago
NePalTM: design and implementation of nested parallelism for transactional memory systems
Abstract. Transactional memory (TM) promises to simplify construction of parallel applications by allowing programmers to reason about interactions between concurrently executing c...
Haris Volos, Adam Welc, Ali-Reza Adl-Tabatabai, Ta...
ICDCS
2005
IEEE
16 years 14 days ago
Supporting Live Development of SOAP and CORBA Servers
We present middleware for a Server Development Environment that facilitates live development of SOAP and CORBA servers. As the underlying implementation platform, we use JPie, a t...
Sajeeva L. Pallemulle, Kenneth J. Goldman, Brandon...