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cs.LG2026
GSVD for Geometry-Grounded Dataset Comparison: An Alignment Angle Is All You Need
Eduarda de Souza Marques, Arthur Sobrinho Ferreira da Rocha, Joao Paixao +2
Geometry-grounded learning asks models to respect structure in the problem domain rather than treating observations as arbitrary vectors. Motivated by this view, we revisit a class…
cs.LG2024
On Collaboration in Distributed Parameter Estimation with Resource Constraints
Yu-Zhen Janice Chen, Daniel S. Menasché, Don Towsley
Effective resource allocation in sensor networks, IoT systems, and distributed computing is essential for applications such as environmental monitoring, surveillance, and smart inf…