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quant-ph2025

Sharp estimates of quantum covering problems via a novel trace inequality

Hao-Chung Cheng, Li Gao, Christoph Hirche +2

In this paper, we prove a novel trace inequality involving two operators. As applications, we sharpen the one-shot achievability bound on the relative entropy error in a wealth of…

quant-ph2025

Layer Cake Representations for Quantum Divergences

Po-Chieh Liu, Christoph Hirche, Hao-Chung Cheng

Defining suitable quantum extensions of classical divergences often poses a challenge due to the non-commutative nature of quantum information. In this work, we propose a new appro…

quant-ph2024

Distributed Quantum Hypothesis Testing under Zero-rate Communication Constraints

Sreejith Sreekumar, Christoph Hirche, Hao-Chung Cheng +1

The trade-offs between error probabilities in quantum hypothesis testing are by now well-understood in the centralized setting, but much less is known for distributed settings. Her…

quant-ph2024

Sample Complexity of Locally Differentially Private Quantum Hypothesis Testing

Hao-Chung Cheng, Christoph Hirche, Cambyse Rouzé

Quantum state discrimination is an important problem in many information processing tasks. In this work we are concerned with finding its best possible sample complexity when the s…

quant-ph2024

Quantum Normalizing Flows for Anomaly Detection

Bodo Rosenhahn, Christoph Hirche

A Normalizing Flow computes a bijective mapping from an arbitrary distribution to a predefined (e.g. normal) distribution. Such a flow can be used to address different tasks, e.g.…