2 papers
cs.NE2025
Genesis: A Spiking Neuromorphic Accelerator With On-chip Continual Learning
Vedant Karia, Abdullah Zyarah, Dhireesha Kudithipudi
Continual learning, the ability to acquire and transfer knowledge through a models lifetime, is critical for artificial agents that interact in real-world environments. Biological…
eess.SY2024
Probabilistic Metaplasticity for Continual Learning with Memristors
Fatima Tuz Zohora, Vedant Karia, Nicholas Soures +1
Edge devices operating in dynamic environments critically need the ability to continually learn without catastrophic forgetting. The strict resource constraints in these devices po…