1 citations · 1 across the 2 of their papers we have counts for
3 papers
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…
Design Principles for Lifelong Learning AI Accelerators
Dhireesha Kudithipudi, Anurag Daram, Abdullah M. Zyarah +9
Lifelong learning - an agent's ability to learn throughout its lifetime - is a hallmark of biological learning systems and a central challenge for artificial intelligence (AI). The…
Metaplasticity in Multistate Memristor Synaptic Networks
Fatima Tuz Zohora, Abdullah M. Zyarah, Nicholas Soures +1
Recent studies have shown that metaplastic synapses can retain information longer than simple binary synapses and are beneficial for continual learning. In this paper, we explore t…