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Published at November 21

Revised Regularization for Efficient Continual Learning through Correlation-Based Parameter Update in Bayesian Neural Networks

cs.CV

Released Date: November 21, 2024

Authors: Sanchar Palit¹, Biplab Banerjee, Subhasis Chaudhuri

Aff.: ¹IIT Bombay, Mumbai, India

Arxiv: http://arxiv.org/abs/2411.14202v1

Refer to caption

Method	BWT $\uparrow$	ACC $\uparrow$
VCL-GNG	-	90.50
VCL-Vadam	-	86.34
VCL	-7.90	88.8
IMM	-7.14	90.51
EWC	-	88.2
HAT	0.03	97.3
UCL	-	94.5
UCB	0.03	97.42
LWF	-31.17	65.65
ST-BFNN	-0.58	90.01
ECL-RR	0.03	97.8
CT-BFNN	0.00	98.12