Shanika Nanayakkara
PulseAugur coverage of Shanika Nanayakkara — every cluster mentioning Shanika Nanayakkara across labs, papers, and developer communities, ranked by signal.
1 day(s) with sentiment data
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DeepUnfolding Agent platform offers adaptive control for ML and quantum workflows
A new software platform called DeepUnfolding Agent has been developed to provide a reusable and traceable adaptive control layer for heterogeneous optimization workflows. This platform, built using FastAPI, separates co…
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Quantum Federated Learning research tackles noise and heterogeneity
Two new research papers explore advancements in Quantum Federated Learning (QFL), a method allowing quantum neural networks to train without sharing private data. The first paper introduces a stable aggregation method u…
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New Quantum Federated Learning Framework Enhances Stability and Fairness
Researchers have introduced DUQFL-Prox, a novel framework for quantum federated learning designed to enhance stability and fairness in intelligent services. This approach utilizes deep-unfolded local optimization, allow…