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xiaogaogaoxiao's Projects

dd_med icon dd_med

Repository for ICML2022 paper: "Dual Decomposition of Convex Optimization Layer for Consistent Attention in Medical Images"

ddlo icon ddlo

Distributed Deep Learning-based Offloading for Mobile Edge Computing Networks

ddmop icon ddmop

Competition on Online Data-Driven Multi-Objective Optimization

ddpg_biped icon ddpg_biped

Repository for Planar Bipedal walking robot in Gazebo environment using Deep Deterministic Policy Gradient(DDPG) using TensorFlow.

ddqn_beamselection icon ddqn_beamselection

Joint Deep Reinforcement Learning and Unfolding: Beam Selection and Precoding for mmWave Multiuser MIMO With Lens Arrays

deblur-pmp icon deblur-pmp

Blind Image Deblurring Using Patch-Wise Minimal Pixels Regularization

decomposition_nonvexsp icon decomposition_nonvexsp

Code for paper "A Decomposition Algorithm for Two-Stage Stochastic Programs with Nonconvex Recourse"

deep-ee-opt icon deep-ee-opt

Source code for "Deep Learning for Optimal Energy-Efficient Power Control in Wireless Interference Networks" by Bho Matthiesen, Alessio Zappone, Eduard A. Jorswieck, and Merouane Debbah, submitted to IEEE Journal on Selected Areas in Communication.

deep-icip icon deep-icip

https://ieeexplore.ieee.org/abstract/document/8451227

deep-learning-ble-ranging icon deep-learning-ble-ranging

In this project, we examine the work of Zand et al. for high-accuracy ranging with Bluetooth Low Energy (BLE). Further, we extend their work by examining the error introduced by device mobility in BLE ranging and investigating a multipath and Rayleigh fading channel model. Finall, we introduce a residual learning technique for synthetically improving SNR and subsequent spectral estimation using the MUSIC algorithm

deep-learning-channel-estimation icon deep-learning-channel-estimation

Simulation code for “Channel Estimation in Massive MIMO under Hardware Non-Linearities: Bayesian Methods versus Deep Learning,” by Özlem Tugfe Demir, Emil Björnson, IEEE Open Journal of the Communications Society, To appear.

deep-learning-power-allocation-in-massive-mimo icon deep-learning-power-allocation-in-massive-mimo

This is the code package related to the follow scientific article: Luca Sanguinetti, Alessio Zappone, Merouane Debbah 'Deep-Learning-Power-Allocation-in-Massive-MIMO' presented at the Asilomar Conference on Signals, Systems, and Computers, 2018. http://www.asilomarsscconf.org

deep-q-learning-son-perf-improvement icon deep-q-learning-son-perf-improvement

Code for my publication: Deep Q-Learning for Self-Organizing Networks Fault Management and Radio Performance Improvement. Paper accepted to 52nd Asilomar Conference on Signals, Systems, and Computers.

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