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Heterogeneity matters even more in distributed learning: Study from generalization perspective,

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cs.IT 1

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2026 1

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Multi-User Non-Linearly Separable Distributed Computing

cs.IT · 2026-01-22 · unverdicted · novelty 7.0

A fixed-support SVD tensor factorization with tiling and bipartite matching yields an explicit zero-error achievable rate K/N for multi-user non-linear distributed computing under mild dimensionality conditions.

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  • Multi-User Non-Linearly Separable Distributed Computing cs.IT · 2026-01-22 · unverdicted · none · ref 12

    A fixed-support SVD tensor factorization with tiling and bipartite matching yields an explicit zero-error achievable rate K/N for multi-user non-linear distributed computing under mild dimensionality conditions.