Motivated by the challenge of investigating the reproducibility of spiking neural network simulations, we have developed the Arpra library: an open source C library for arbitrary precision range analysis based on the mixed Interval Arithmetic (IA)/Affine Arithmetic (AA) method. Arpra builds on this method by implementing a novel mixed trimmed IA/AA, in which the error terms of AA ranges are minimised using information from IA ranges. Overhead rounding error is minimised by computing intermediate values as extended precision variables using the MPFR library. This optimisation is most useful in cases where the ratio of overhead error to range width is high. Three novel affine term reduction strategies improve memory efficiency by merging affi...
Range reduction is a key point for getting accurate elementary function routines. We introduce a new...
This electronic version was submitted by the student author. The certified thesis is available in th...
I hereby declare that I am the sole author of this thesis. This is a true copy of the thesis, includ...
Motivated by the challenge of investigating the reproducibility of spiking neural network simulation...
Approximate Computing (AxC) techniques allow trade-off accuracy for performance, energy, and area re...
International audienceArb is a C library for arbitrary-precision interval arithmetic using the midpo...
Exportado OPUSMade available in DSpace on 2019-08-11T09:38:42Z (GMT). No. of bitstreams: 1 raphaeler...
Several hardware companies are proposing native Brain Float 16-bit (BF16) support for neural network...
Approximate Computing (AxC) allows reducing the accuracy required by the user and the precision prov...
This study explores how numerical error occurs in simulations of spiking neural network models, and ...
Range-reduction is a key point for getting accurate elementary function routines. We introduce a new...
This paper describes a new software package for performing arithmetic with an arbitrarily high level...
As improvements in per-transistor speed and energy effi-ciency diminish, radical departures from con...
International audienceDeep Neural Networks (DNN) represent a performance-hungry application. Floatin...
International audienceMany embedded applications use fixed point arithmetic because embedded hardwar...
Range reduction is a key point for getting accurate elementary function routines. We introduce a new...
This electronic version was submitted by the student author. The certified thesis is available in th...
I hereby declare that I am the sole author of this thesis. This is a true copy of the thesis, includ...
Motivated by the challenge of investigating the reproducibility of spiking neural network simulation...
Approximate Computing (AxC) techniques allow trade-off accuracy for performance, energy, and area re...
International audienceArb is a C library for arbitrary-precision interval arithmetic using the midpo...
Exportado OPUSMade available in DSpace on 2019-08-11T09:38:42Z (GMT). No. of bitstreams: 1 raphaeler...
Several hardware companies are proposing native Brain Float 16-bit (BF16) support for neural network...
Approximate Computing (AxC) allows reducing the accuracy required by the user and the precision prov...
This study explores how numerical error occurs in simulations of spiking neural network models, and ...
Range-reduction is a key point for getting accurate elementary function routines. We introduce a new...
This paper describes a new software package for performing arithmetic with an arbitrarily high level...
As improvements in per-transistor speed and energy effi-ciency diminish, radical departures from con...
International audienceDeep Neural Networks (DNN) represent a performance-hungry application. Floatin...
International audienceMany embedded applications use fixed point arithmetic because embedded hardwar...
Range reduction is a key point for getting accurate elementary function routines. We introduce a new...
This electronic version was submitted by the student author. The certified thesis is available in th...
I hereby declare that I am the sole author of this thesis. This is a true copy of the thesis, includ...