Author

Pujan Thapa

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#machine learning Preprint Aug 2025

Class Incremental Continual Learning with Self-Organizing Maps and Synthetic Replay

The results demonstrate that SOM-based statistical replay offers a scalable, label-free, exemplar-free approach to class-incremental continual learning under standard task-boundary protocols.

Pujan Thapa, Alexander G. Ororbia, Travis J. Desell · 0 citations

#machine learning Preprint Aug 2026

Unsupervised Continual Learning with Growing Self-Organizing Maps and Synthetic Replay

This work highlights the effectiveness of an unsupervised, adaptive, topology-driven neural form of statistical replay as a scalable, flexible approach to continual learning.

Pujan Thapa, Alexander G. Ororbia, Travis J. Desell · 0 citations