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Weakly learning dnf and characterizing statistical query learning using fourier analysis

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Learning Juntas under Markov Random Fields

cs.LG · 2025-06-01 · conditional · novelty 7.0

A polynomial-time algorithm learns O(log n)-juntas over smoothed Markov random fields, generalizing Kalai-Teng's product-distribution result.

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  • Learning Juntas under Markov Random Fields cs.LG · 2025-06-01 · conditional · none · ref 5

    A polynomial-time algorithm learns O(log n)-juntas over smoothed Markov random fields, generalizing Kalai-Teng's product-distribution result.