Maximum entropy principle for quantum processes
Siddhartha Das, Ujjwal Sen

TL;DR
This paper extends the maximum entropy principle from static quantum states to dynamic quantum processes, characterizing channels that maximize entropy under energy constraints as thermalizing channels, with implications for quantum thermodynamics and information.
Contribution
It introduces a maximum entropy principle for quantum channels under energy constraints, identifying thermalizing channels as those that maximize entropy, and explores implications for quantum thermodynamics.
Findings
Quantum channels that maximize entropy are exactly the thermalizing channels with thermal fixed points.
Maximum entropy states under energy constraints are thermal states, extending static results to dynamic processes.
Application to private randomness distillation demonstrates practical relevance of the theoretical framework.
Abstract
The maximum entropy principle, as applied to quantum systems, is a fundamental prescript positing that for a quantum system for which we only have partial knowledge, the maximum entropy state consistent with the partial knowledge is a valuable choice as the system's state. An intriguing result is that in case the only prior knowledge is of a fixed mean energy, the maximum entropy state turns out to be the thermal state, a ubiquitous state in several arenas, especially in statistical mechanics. We extend the consequences of this principle from static quantum states to dynamic quantum processes. We establish that a quantum channel attains maximal entropy under a fixed mean energy constraint if and only if it is an absolutely thermalizing channel whose fixed output is the thermal state of the same mean energy. This provides an alternative approach for understanding the emergence of…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAdvanced Thermodynamics and Statistical Mechanics · Statistical Mechanics and Entropy · Quantum Mechanics and Applications
