Photonic co-processors in HPC: Using LightOn OPUs for Randomized Numerical Linear Algebra
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Ruben Ohana | Laurent Daudet | Igor Carron | Iacopo Poli | Kilian Muller | Daniel Hesslow | Alessandro Cappelli | Raphael Lafargue | Gustave Pariente
[1] Don Coppersmith,et al. Matrix multiplication via arithmetic progressions , 1987, STOC.
[2] V. Strassen. Gaussian elimination is not optimal , 1969 .
[3] Aravind Srinivasan,et al. Structural and algorithmic aspects of massive social networks , 2004, SODA '04.
[4] Mihai Anitescu,et al. Randomized Algorithms for Scientific Computing (RASC) , 2021, ArXiv.
[5] Ruben Ohana,et al. LightOn Optical Processing Unit : Scaling-up AI and HPC with a Non von Neumann co-processor , 2021, 2021 IEEE Hot Chips 33 Symposium (HCS).
[6] M. Hutchinson. A stochastic estimator of the trace of the influence matrix for laplacian smoothing splines , 1989 .
[7] Florent Krzakala,et al. Random projections through multiple optical scattering: Approximating Kernels at the speed of light , 2015, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).
[8] Jonathan Dong,et al. Kernel Computations from Large-Scale Random Features Obtained by Optical Processing Units , 2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).
[9] Nathan Halko,et al. Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions , 2009, SIAM Rev..