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06/04/2023
Proteus: Simulating the Performance of Distributed DNN Training
DNN models are becoming increasingly larger to achieve unprecedented acc...
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10/29/2022
Robust Distributed Learning Against Both Distributional Shifts and Byzantine Attacks
In distributed learning systems, robustness issues may arise from two so...
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08/04/2022
QC-ODKLA: Quantized and Communication-Censored Online Decentralized Kernel Learning via Linearized ADMM
This paper focuses on online kernel learning over a decentralized networ...
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01/28/2020
COKE: Communication-Censored Kernel Learning for Decentralized Non-parametric Learning
This paper studies the decentralized optimization and learning problem w...
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12/16/2019
Variational Quantum Circuits for Quantum State Tomography
We propose a hybrid quantum-classical algorithm for quantum state tomogr...
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06/06/2019