activity
20202025
most citedQuantum Geometric Machine Learning for Quantum Circuits and Control

21 citations · 25 across the 6 of their papers we have counts for

collaborators

7 papers

cs.AI2025

Operationalising Extended Cognition: Formal Metrics for Corporate Knowledge and Legal Accountability

Elija Perrier

Corporate responsibility turns on notions of corporate \textit{mens rea}, traditionally imputed from human agents. Yet these assumptions are under challenge as generative AI increa…

quant-ph2025

K-P Quantum Neural Networks

Elija Perrier

We present an extension of K-P time-optimal quantum control solutions using global Cartan decompositions for geodesic-based solutions. Extending recent time-optimal constant-…

quant-ph2024

Quantum Geometric Machine Learning

Elija Perrier

The use of geometric and symmetry techniques in quantum and classical information processing has a long tradition across the physical sciences as a means of theoretical discovery a…

quant-ph2021★ 2 cited

Ethical Quantum Computing: A Roadmap

Elija Perrier

Quantum information technologies, covering quantum computing, quantum communication and quantum sensing, are among the most significant technologies to emerge in recent decades, of…

cs.LG2021

Quantum Fair Machine Learning

Elija Perrier

In this paper, we inaugurate the field of quantum fair machine learning. We undertake a comparative analysis of differences and similarities between classical and quantum fair mach…

cs.CY2021★ 2 cited

Computability, Complexity, Consistency and Controllability: A Four C's Framework for cross-disciplinary Ethical Algorithm Research

Elija Perrier

The ethical consequences of, constraints upon and regulation of algorithms arguably represent the defining challenges of our age, asking us to reckon with the rise of computational…

quant-ph2020★ 21 cited

Quantum Geometric Machine Learning for Quantum Circuits and Control

Elija Perrier, Christopher Ferrie, Dacheng Tao

The application of machine learning techniques to solve problems in quantum control together with established geometric methods for solving optimisation problems leads naturally to…