A.1 Proof Theorem(Algorithmic Fixt2Pt. inequalityhA(, S) learned USuniformly A tolossL: E

Feb-7-2026, 13:15:47 GMT–Neural Information Processing Systems

Since US depends constant US appears tightaspossible Section 6.275] describes activated, aimtobound Givenunit-lengthz 2 Rd androy 2 Pk, with (representing CELs(W)= kX

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Neural Information Processing Systems

Feb-7-2026, 13:15:47 GMT

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A Appendix A.1 Proof of Theorem 1 Theorem 1 (Algorithmic Stability Generalization in Expectation) Fix a task t 2 P

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