HDReason: Algorithm-Hardware Codesign for Hyperdimensional Knowledge Graph Reasoning

H Chen, Y Ni, A Zakeri, Z Zou, S Yun, F Wen… - arXiv preprint arXiv …, 2024 - arxiv.org
In recent times, a plethora of hardware accelerators have been put forth for graph learning
applications such as vertex classification and graph classification. However, previous works …

HEAL: Brain-inspired Hyperdimensional Efficient Active Learning

Y Ni, Z Zou, W Huang, H Chen, WY Chung… - arXiv preprint arXiv …, 2024 - arxiv.org
Drawing inspiration from the outstanding learning capability of our human brains,
Hyperdimensional Computing (HDC) emerges as a novel computing paradigm, and it …

Hyperdimensional Quantum Factorization

P Poduval, Z Zou, A Velasquez, M Imani - arXiv preprint arXiv:2406.11889, 2024 - arxiv.org
This paper presents a quantum algorithm for efficiently decoding hypervectors, a crucial
process in extracting atomic elements from hypervectors-an essential task in …

Hyperdimensional computing with holographic and adaptive encoder

A Hernández-Cano, Y Ni, Z Zou, A Zakeri… - Frontiers in Artificial …, 2024 - frontiersin.org
Introduction Brain-inspired computing has become an emerging field, where a growing
number of works focus on developing algorithms that bring machine learning closer to …

CyberRL: Brain-Inspired Reinforcement Learning for Efficient Network Intrusion Detection

MA Issa, H Chen, J Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Due to the rapidly evolving landscape of cybersecurity, the risks in securing cloud networks
and devices are attesting to be an increasingly prevalent research challenge. Reinforcement …

HDRLPIM: A Simulator for Hyper-Dimensional Reinforcement Learning Based on Processing In-Memory

M Rakka, W Amer, H Chen, M Imani… - ACM Journal on Emerging …, 2024 - dl.acm.org
Processing In-Memory (PIM) is a data-centric computation paradigm that performs
computations inside the memory, hence eliminating the memory wall problem in traditional …

Efficient Exploration in Edge-Friendly Hyperdimensional Reinforcement Learning

Y Ni, WY Chung, S Cho, Z Zou, M Imani - Proceedings of the Great …, 2024 - dl.acm.org
Integrating deep learning with Reinforcement Learning (RL) results in algorithms that
achieve human-like learning in complex yet unknown environments via a process of trial …