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Published at October 30

A Walsh Hadamard Derived Linear Vector Symbolic Architecture

cs.AI

cs.LG

Released Date: October 30, 2024

Authors: Mohammad Mahmudul Alam, Alexander Oberle, Edward Raff, Stella Biderman, Tim Oates, James Holt

Arxiv: http://arxiv.org/abs/2410.22669v1

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Dataset	Dims/ Labels	CSPS + HRR		CSPS + VTB		CSPS + MAP-C		CSPS + MAP-B		CSPS + HLB
Dataset	Dims/ Labels	Top@1	Top@5	Top@1	Top@5	Top@1	Top@5	Top@1	Top@5	Top@1	Top@5
MNIST	$28^{2}/10$	$98.51$	–	$98.44$	–	$98.46$	–	$98.40$	–	$\mathbf{98.73}$	–
SVHN	$32^{2}/10$	$88.44$	–	$19.59$	–	$79.95$	–	$92.43$	–	$\mathbf{94.53}$	–
CR10	$32^{2}/10$	$78.21$	–	$74.22$	–	$76.69$	–	$82.83$	–	$\mathbf{83.81}$	–
CR100	$32^{2}/100$	$48.84$	$75.82$	$35.87$	$61.79$	$56.77$	$81.52$	$57.76$	$84.63$	$\mathbf{58.82}$	$\mathbf{87.50}$
MIN	$84^{2}/100$	$40.99$	$66.99$	$45.81$	$73.52$	$52.22$	$78.63$	$57.91$	$82.81$	$\mathbf{59.48}$	$\mathbf{83.35}$
GM		$67.14$	$71.26$	$47.24$	$67.40$	$70.89$	$80.06$	$75.90$	$83.72$	$\mathbf{77.17}$	$\mathbf{85.40}$