Theorem 31.1 (PAC-Bayes): w.p. ≥ 1−δ over S ∼ D^m, every posterior Q with finite divergence has L_D(Q) ≤ L_S(Q) + √((D(Q‖P) + ln(m/δ))/(2(m−1)))

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Theorem 31.1 (PAC-Bayes): w.p. ≥ 1−δ over S ∼ D^m, every posterior Q with finite divergence has L_D(Q) ≤ L_S(Q) + √((D(Q‖P) + ln(m/δ))/(2(m−1))) · Prove2Me