Author

Charith Abhayaratne

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Conference Aug 2026

Tag Entropy: A Structure-Agnostic Curriculum Learning Framework for Graph Neural Networks

Curriculum Learning (CL) orders training samples from easy to hard, but its application to graphs remains limited: existing methods rely on architecture-specific signals such as training loss, or on hand-crafted structural heuristics that do not transfer across datasets. Standard Graph Neural Network (GNN) training sid...

Dulara Madhusanka, Sanka Mohottala, A. Lindamulage et al. · Moratuwa Engineering Researc... · 0 citations

#artificial intelligence Preprint Jun 2026

ITP-STDP: A Hardware-Efficient Intrinsic-Timing Power-of-Two Synaptic Learning Engine for On-Chip SNNs

Intrinsic-timing power-of-two STDP (ITP-STDP) and its corresponding prototype learning engine hardware architecture are presented and demonstrate superior energy efficiency, higher operating speed, and substantially lower hardware resource utilization.

Haihang Xia, Xin-Yu Zhao, Xuecheng Wang et al. · 0 citations