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Coded water-filling for multi-user interference cancellation,

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cs.IT 1

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2026 1

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Adversarial Water-Filling: Theory, Algorithms and Foundation Model

cs.IT · 2026-05-24 · unverdicted · novelty 7.0

Adversarial Water-Filling formulates competitive spectrum sharing as a constrained minimax problem and introduces a permutation-invariant GNN foundation model that approximates its stationary solutions with local linear convergence under regularity conditions.

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  • Adversarial Water-Filling: Theory, Algorithms and Foundation Model cs.IT · 2026-05-24 · unverdicted · none · ref 9

    Adversarial Water-Filling formulates competitive spectrum sharing as a constrained minimax problem and introduces a permutation-invariant GNN foundation model that approximates its stationary solutions with local linear convergence under regularity conditions.