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cs.AI2026
SHARP: Sleep-based Hierarchical Accelerated Replay for Long Range Non-Stationary Temporal Pattern Recognition
Jayanta Dey, Shikhar Srivastava, Itamar Lerner +2
Learning long-range non-stationary temporal patterns remains a core challenge for modern sequence models, particularly in strict streaming settings. In these settings, data arrive…
cs.AI2025
Voltage Mode Winner-Take-All Circuit for Neuromorphic Systems
Abdullah M. Zyarah, Dhireesha Kudithipudi
Recent advances in neuromorphic computing demonstrate on-device learning capabilities with low power consumption. One of the key learning units in these systems is the winner-take-…