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cs.AR2026
XL-HD: Extended Learning in Hyperdimensional Computing via Deterministic Projections for In-Memory Accelerators
Sabrina Hassan Moon, Abu Kaisar Mohammad Masum, Sercan Aygun +1
Hyperdimensional computing (HDC) is a promising approach for energy-efficient edge machine learning (ML), where low latency, low power, and tight memory budgets are essential. Howe…
cs.AR2023
A Computing-in-Memory-based One-Class Hyperdimensional Computing Model for Outlier Detection
Ruixuan Wang, Sabrina Hassan Moon, Xiaobo Sharon Hu +2
In this work, we present ODHD, an algorithm for outlier detection based on hyperdimensional computing (HDC), a non-classical learning paradigm. Along with the HDC-based algorithm,…