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FedCPD: Personalized Federated Learning with Prototype-Enhanced ...

https://cis.temple.edu/~jiewu/research/publications/Publication_files/Paper%206190%20Camera%20Ready%20Version.pdf

a major challenge for federated learning in diverse settings. Personalized Federated Learning (PFL), [Tan et al., 2022a] addresses these issues by allowing client-specific models that leverage global insights to enhance local outcomes. The main challenge in PFL lies in balancing global knowledge sharing with preserving client-specific information, making the trade- off an important research ...

Analysis of Randomized Householder-Cholesky QR Factorization with ...

https://faculty.cst.temple.edu/~szyld/reports/randCholQR_rev2_report.pdf

In this paper, we first present and analyze a randomized algorithm called randQR for orthogonalizing the columns of a tall-and-skinny matrix with respect to a specific inner product. In order to reduce the cost of the computations, we propose to use “multisketching,” i.e., the use of two consecutive sketch matrices, within randQR. Using randQR with multisketching as a preconditioner for ...

Rigidity, Computation, and Randomization in Network Localization

https://cis.temple.edu/~wu/teaching/Spring%202015/EGWY04.pdf

Abstract—In this paper we provide a theoretical foundation for the problem of network localization in which some nodes know their locations and other nodes determine their locations by measuring the distances to their neighbors. We construct grounded graphs to model network localization and apply graph rigidity theory to test the conditions for unique localizability and to construct uniquely ...

Glossary .pdf - Center for the Advancement of Teaching

https://teaching.temple.edu/sites/teaching/files/resource/pdf/A%20Guide%20to%20LGBTQIA%2B%20Terminology.pdf

A Guide to LGBTQIA+ Terminology This glossary was written to give you the words and meanings to help you feel more comfortable working toward creating an LGBTQIA+ inclusive learning environment. We’d like you to note that language is always evolving and is context dependent, and thus it can never hurt to ask if a term is ok for you to use or what is meant when a term is used by others.