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Qubit thermodynamics: Entropy production from nonadiabatic driving

Theoretical Physics

Authors

Pavel Zhelnin, Lucas Johns, Carlos A. Argüelles

Abstract

Adiabaticity is a cornerstone of many promising approaches to quantum control, computing, and simulation. In practice, however, there is always a trade-off. Although the deleterious effects of noise can be diminished by running a control schedule more quickly, this benefit comes at the expense of nonadiabaticity. To put these two unwanted effects on the same theoretical footing, we analyze the nonadiabatic error in qubit control as a form of entropy production, examining the mechanism by which fine-grained information is effectively lost despite the dynamics being fundamentally unitary. A crucial issue here is the question of how to define equilibrium under a time-dependent Hamiltonian. Using the Landau--Zener protocol as a test case, we show that entropy increases nearly monotonically when equilibrium is defined with respect to the effective Hamiltonian in the optimal superadiabatic frame. We then consider single-passage Landau--Zener--Stückelberg--Majorana interferometry, in which the initial state of the qubit is arbitrary. Violations of the second law of thermodynamics are possible but require exquisite control to achieve deliberately.

Concepts

nonadiabatic driving superadiabatic frame coarse-grained entropy quantum states hamiltonian systems quantum computing phase transitions stochastic processes quantum simulation quantum field theory

The Big Picture

Imagine trying to flip a coin so it lands perfectly balanced on its edge. Too slow, and a passing breeze knocks it over. Too fast, and the violent spin sends it tumbling unpredictably. Quantum computers face a similar dilemma every time they manipulate qubits.

The textbook approach to quantum control is adiabatic evolution: driving a qubit so slowly and gently that it glides smoothly from one quantum state to another. But “slow” is the enemy of practical quantum computing. Leave a qubit sitting too long, and the environment corrupts it with noise, a process called decoherence.

Speed things up, though, and you trigger nonadiabaticity: the quantum state can’t keep pace with the drive, producing unwanted jumps that knock the system off course even when the hardware is running perfectly. Physicists have largely treated these two failure modes as separate problems.

A new study from Harvard and Los Alamos National Laboratory, led by Pavel Zhelnin, Lucas Johns, and Carlos Argüelles, takes a unified view. They reframe speed-induced errors as entropy production, a thermodynamic measure of how much useful order has been lost. Both failure modes then sit on the same theoretical footing. And the mathematical “frame,” or reference perspective, you choose turns out to reshape how that disorder behaves.

In the right reference frame (the superadiabatic frame, which tracks the quantum state’s natural motion), entropy builds up in a smooth, one-way ramp, much like a system warming against a hot reservoir. The second law of thermodynamics nearly holds, even for a perfectly isolated quantum system.

How It Works

The starting point sounds almost too simple: a lone qubit, completely isolated from its environment, driven by a time-varying Hamiltonian (the mathematical recipe describing how the qubit’s energy changes over time). Such evolution is unitary, perfectly reversible and information-preserving. Entropy, strictly speaking, never changes. How, then, can they talk about entropy production at all?

Through coarse-graining: blurring out fine details. If you examine only the average behavior of the qubit’s quantum state over short time windows, ignoring rapid quantum-phase oscillations, some information becomes effectively inaccessible. That lost information registers as entropy.

The specific mechanism is dephasing. The qubit’s Bloch vector, a geometric arrow representing the qubit’s state in a 3D picture, precesses rapidly like a wobbly spinning top. Its length reflects how “pure” or well-defined the state is.

Time-average that spinning arrow and it shrinks. A shorter Bloch vector means higher entropy.

Figure 1

The test case is the Landau-Zener protocol, a textbook scenario where two energy levels are swept through a crossing point at a finite rate. At the crossing, the system has its highest chance of jumping between levels. This protocol has an exact analytical solution and shows up everywhere from quantum computing to neutrino physics.

Does entropy build up smoothly as you sweep through the crossing, or does it oscillate wildly? That depends entirely on the reference frame. Two choices matter:

  • The adiabatic frame (ordinary energy eigenstates of the lab-frame Hamiltonian): entropy production lurches up and down as quantum phases interfere, wildly non-monotonic.
  • The optimal superadiabatic frame: entropy increases in a smooth, one-way ramp, mimicking gradual heat dissipation as a classical system approaches equilibrium.

Figure 2

The superadiabatic frame incorporates a correction to the Hamiltonian that accounts for energy eigenstates moving in time. Think of switching from a stationary map to one that rotates with your compass; suddenly the motion looks orderly. In this frame, the effective equilibrium state is always well-defined, and the second law is obeyed far more faithfully.

Why It Matters

The paper also treats Landau-Zener-Stückelberg-Majorana (LZSM) interferometry, where the qubit starts in an arbitrary quantum state rather than the ground state. Here something unexpected shows up: nonadiabatic driving can actually decrease entropy, an apparent violation of the second law.

Figure 3

Don’t start building a perpetual motion machine just yet. These entropy-decreasing trajectories require extraordinarily precise initial conditions. Tiny errors in preparation wipe out the effect. The authors quantify how fine-tuned the control must be: deliberate second-law violations are thermodynamically possible but practically forbidding.

The deeper contribution is conceptual. Quantum thermodynamics usually focuses on systems coupled to thermal baths, tracking entropy that leaks out as waste heat. This paper extends that framework to a fundamentally different regime: a perfectly isolated quantum system whose “irreversibility” arises entirely from coarse-graining and observation. That distinction matters for how we think about information in quantum devices.

The same mathematical structure (Landau-Zener transitions, frame-dependent particle definitions, superadiabatic corrections) turns up across wildly different physical contexts: particle production in an expanding universe, neutrino flavor oscillations in stellar interiors, quantum heat engines. A thermodynamic language that unifies nonadiabaticity and decoherence could carry weight across all of them.

Treating nonadiabatic control errors as entropy production and identifying the superadiabatic frame as the natural thermodynamic reference gives a foundation for a unified theory of quantum control fidelity, one where noise and speed are finally measured on the same scale.

IAIFI Research Highlights

Interdisciplinary Research Achievement
This work connects quantum information theory, quantum thermodynamics, and quantum control by recasting nonadiabatic driving errors (a quantum computing problem) in the language of entropy production from statistical mechanics.
Impact on Artificial Intelligence
The entropy-production framework provides a new theoretical tool for characterizing and minimizing errors in qubit control protocols, with direct applications to adiabatic quantum computing and gate-based quantum algorithms.
Impact on Fundamental Interactions
The analysis links qubit thermodynamics to neutrino flavor evolution and cosmological particle production, exposing shared mathematical structure across these otherwise unrelated domains.
Outlook and References
Future work could extend this framework to multi-qubit and open quantum systems, building toward a fully unified thermodynamic cost function for quantum error budgets; the paper is available at [arXiv:2506.16570](https://arxiv.org/abs/2506.16570).

Original Paper Details

Title
Qubit thermodynamics: Entropy production from nonadiabatic driving
arXiv ID
2506.16570
Authors
Pavel Zhelnin, Lucas Johns, Carlos A. Argüelles
Abstract
Adiabaticity is a cornerstone of many promising approaches to quantum control, computing, and simulation. In practice, however, there is always a trade-off. Although the deleterious effects of noise can be diminished by running a control schedule more quickly, this benefit comes at the expense of nonadiabaticity. To put these two unwanted effects on the same theoretical footing, we analyze the nonadiabatic error in qubit control as a form of entropy production, examining the mechanism by which fine-grained information is effectively lost despite the dynamics being fundamentally unitary. A crucial issue here is the question of how to define equilibrium under a time-dependent Hamiltonian. Using the Landau--Zener protocol as a test case, we show that entropy increases nearly monotonically when equilibrium is defined with respect to the effective Hamiltonian in the optimal superadiabatic frame. We then consider single-passage Landau--Zener--Stückelberg--Majorana interferometry, in which the initial state of the qubit is arbitrary. Violations of the second law of thermodynamics are possible but require exquisite control to achieve deliberately.