74 citations · 492 across the 28 of their papers we have counts for
4 papers · 1 filter
Quantum adaptive agents with efficient long-term memories
Thomas J. Elliott, Mile Gu, Andrew J. P. Garner +1
Central to the success of adaptive systems is their ability to interpret signals from their environment and respond accordingly -- they act as agents interacting with their surroun…
Quantum coarse-graining for extreme dimension reduction in modelling stochastic temporal dynamics
Thomas J. Elliott
Stochastic modelling of complex systems plays an essential, yet often computationally intensive role across the quantitative sciences. Recent advances in quantum information proces…
Memory compression and thermal efficiency of quantum implementations of non-deterministic hidden Markov models
Thomas J. Elliott
Stochastic modelling is an essential component of the quantitative sciences, with hidden Markov models (HMMs) often playing a central role. Concurrently, the rise of quantum techno…
Quantum-inspired identification of complex cellular automata
Matthew Ho, Andri Pradana, Thomas J. Elliott +2
Elementary cellular automata (ECA) present iconic examples of complex systems. Though described only by one-dimensional strings of binary cells evolving according to nearest-neighb…