RESIST achieves algorithmic and statistical convergence guarantees for strongly convex, PL, and nonconvex ERM under MITM attacks via multistep consensus gradient descent plus robust screening.
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Mismatched guesswork is characterized via tilted/exponential families yielding an LDP; one-to-one source coding mismatch cost is ≤ D(μ||ν) and vanishes iff ν lies in μ's tilted family, unlike prefix-free codes.
CNN viewpoint prediction plus Laplace-modeled error yields per-tile visibility probabilities that drive a steepest-descent solver for multi-user 360-video rate allocation, claimed to outperform prior schemes.
Develops a distributed proportional fairness beamforming algorithm using ALM and three-block ADMM for interference management in HAPS-empowered vertical heterogeneous networks.
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Mismatched Guesswork
Mismatched guesswork is characterized via tilted/exponential families yielding an LDP; one-to-one source coding mismatch cost is ≤ D(μ||ν) and vanishes iff ν lies in μ's tilted family, unlike prefix-free codes.
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Probabilistic Tile Visibility-Based Server-Side Rate Adaptation for Adaptive 360-Degree Video Streaming
CNN viewpoint prediction plus Laplace-modeled error yields per-tile visibility probabilities that drive a steepest-descent solver for multi-user 360-video rate allocation, claimed to outperform prior schemes.