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JMLR
2010
151views more  JMLR 2010»
15 years 1 months ago
Understanding the difficulty of training deep feedforward neural networks
Whereas before 2006 it appears that deep multilayer neural networks were not successfully trained, since then several algorithms have been shown to successfully train them, with e...
Xavier Glorot, Yoshua Bengio
MICRO
2010
IEEE
119views Hardware» more  MICRO 2010»
15 years 1 months ago
Task Superscalar: An Out-of-Order Task Pipeline
We present Task Superscalar, an abstraction of instruction-level out-of-order pipeline that operates at the tasklevel. Like ILP pipelines, which uncover parallelism in a sequential...
Yoav Etsion, Felipe Cabarcas, Alejandro Rico, Alex...
TCAD
2010
90views more  TCAD 2010»
15 years 1 months ago
Fast, Nearly Optimal ISE Identification With I/O Serialization Through Maximal Clique Enumeration
The last decade has witnessed the emergence of the application-specific instruction-set processor (ASIP) as a viable platform for embedded systems. Extensible ASIPs allow the user ...
Ajay K. Verma, Philip Brisk, Paolo Ienne
TIP
2010
90views more  TIP 2010»
15 years 1 months ago
Fast Query for Exemplar-Based Image Completion
In this paper, we present a fast algorithm for filling unknown regions in an image using the strategy of exemplarmatching. Unlike the original exemplar-based method using exhaustiv...
Tsz-Ho Kwok, Hoi Sheung, Charlie C. L. Wang
TVLSI
2010
15 years 1 months ago
Computation Error Analysis in Digital Signal Processing Systems With Overscaled Supply Voltage
It has been recently demonstrated that digital signal processing systems may possibly leverage unconventional voltage overscaling (VOS) to reduce energy consumption while maintaini...
Yang Liu, Tong Zhang, Keshab K. Parhi