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20222026
most citedTheoretical bound of the efficiency of learning

1 citations · 3 across the 9 of their papers we have counts for

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5 papers · 1 filter

cond-mat.stat-mech2026

Balancing Power, Efficiency, and Constancy under Broken Time-Reversal Symmetry

Ousi Pan, Zhiqiang Fan, Shunjie Zhang +3

We derive general trade-off relations among the power, efficiency, and constancy for two-terminal thermoelectric systems in the linear response regime. Constancy, which quantifies…

cond-mat.stat-mech2026

Fluctuation-Dissipation Limits in Quantum Thermoelectric Transport

Ousi Pan, Zhiqiang Fan, Shunjie Zhang +3

As a fundamental measure of stability in nonequilibrium thermodynamics, fluctuations provide critical insight into the performance and reliability of heat engines. In this work, we…

cond-mat.stat-mech2025

Performance optimization of Nernst-based thermionic engines

Wei Yan, Minglong Lv, Ousi Pan +3

In this paper, we examine the power and efficiency of the thermionic device utilizing the Nernst effect, with a specific focus on its potential application as an engine. The device…

cond-mat.stat-mech2024

Efficiency bounds for bipartite information-driven thermodynamic systems

Shihao Xia, Shuanglong Han, Ousi Pan +3

This study introduces a novel approach to derive a lower bound for the entropy production rate of a subsystem by utilizing the Cauchy-Schwarz inequality. It extends to establishing…

cond-mat.stat-mech2022★ 1 cited

Theoretical bound of the efficiency of learning

Shanhe Su, Ousi Pan, Shihao Xia +2

A unified thermodynamic formalism describing the efficiency of learning is proposed. First, we derive an inequality, which is more strength than Clausius's inequality, revealing th…