Search Results for author: Qiushuo Hou

Found 3 papers, 2 papers with code

What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless Systems

1 code implementation30 Sep 2024 Qiushuo Hou, Sangwoo Park, Matteo Zecchin, Yunlong Cai, Guanding Yu, Osvaldo Simeone

In modern wireless network architectures, such as Open Radio Access Network (O-RAN), the operation of the radio access network (RAN) is managed by applications, or apps for short, deployed at intelligent controllers.

Conformal Prediction counterfactual +1

Automatic AI Model Selection for Wireless Systems: Online Learning via Digital Twinning

1 code implementation22 Jun 2024 Qiushuo Hou, Matteo Zecchin, Sangwoo Park, Yunlong Cai, Guanding Yu, Kaushik Chowdhury, Osvaldo Simeone

This paper proposes a novel method for the online optimization of AMS mapping that corrects for the bias of the simulator by means of limited real data collected from the physical system.

Graph Neural Network Model Selection +1

Meta-Gating Framework for Fast and Continuous Resource Optimization in Dynamic Wireless Environments

no code implementations23 Jun 2023 Qiushuo Hou, Mengyuan Lee, Guanding Yu, Yunlong Cai

The proposed framework, consisting of an inner network and an outer network, aims to adapt to the dynamic wireless environment by achieving three important goals, i. e., seamlessness, quickness and continuity.

Image Classification Meta-Learning +2

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