New study presents a toolkit for describing complex quantum systems with long-range memory, crucial for controlling noise in quantum devices. The work paves the way for advanced numerical techniques and better understanding of diverse quantum systems.
🔗 https://t.co/S76uniFpEO
A unifying operational characterization of quantum chaos is proposed using the formalism of multitime quantum processes. @DowlingNeil_@modikk@MonashUni@Monash_Science
https://t.co/m1ZQuKXESo
@yudapearl What’s interesting is that the causal view point is unavoidable in quantum theory (quantum stochastic processes). If one insists on sticking to statistics only then they will just get wrong answers for anything beyond two-point correlations.
I’m excited to share a new paper I’ve been working and thinking on for quite a while now.
Non-Markovian dynamics have long been elusive to study (or even define) for a variety of reasons. We categorise, efficiently characterise, and control them all!🧵
https://t.co/NLNjlVqu0z
Stoked for this work to be out!
Complex systems often display long-range correlations. There is a notion of fine/coarse-graining in a spatial setting through hierarchical tensor networks to capture the relevant physics--but what about temporally?
https://t.co/1eQjPX7LWb
Big congrats to first author Neil Dowling who spear-headed this project, @modikk who's been stewing on the idea for years, and collaborators @RobMuNu and Sukhi Singh also responsible for figuring out many of the details.
Wisdom from Scott Aaronson (1/2): “I think presenting to the public or to investors that we know how to get big quantum speed-ups for machine learning and optimization in the near future is fundamentally dishonest.”
https://t.co/zOvgZgJBNd
@fchollet There is a strong correlation. The reports claiming nonsense are usually written in Word… On the other hand, didn’t Snowden leak a bunch of ppts?
@HyperboIeva I wasn’t familiar with this paper. I agree that the working defs are not identical at a first look. However, this is also true on classical side. There is a hierarchy of related notion that often called quantum chaos. This is very messy, but it is possible to clean this up…
@HyperboIeva Also, this tends to unify many different notions of quantum chaos that people tend to argue about. Unsurprisingly, they all have some merit and one can now begin to peel the onion