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Can a constant number of linear minimizations per round improve on the $T^{3/4}$ regret rate of online Frank-Wolfe on general convex sets? Weibel et al. conjectured that fixed-coefficient methods cannot. We prove their conjecture and extend the lower bound to every deterministic learner in an oracle-only model. The learner receives an initial feasible point and a diameter bound, and must remain feasible on every domain consistent with its oracle replies. For $T$ rounds, at most $b$ calls between decisions, diameter bound $D$, and gradient norm bound $L$, we construct an instance in dimension $d=2b(T-1)+1$ with regret at least $2^{-1/4}LDb^{-1/4}T^{3/4}$. The adversary fixes the domain, initial point, deterministic tie rule and linear losses before play. The vertices form a path on which every point available before a decision has zero current loss, while the final vertex has negative loss on every round. For constant $b$, the result matches the known upper rate for dimension-independent guarantees. For one-call fixed schedules with a nonzero coefficient on the newest gradient, a second construction gives regret at least $3LDT^{3/4}/4$ with unique minimizers at every issued query. Exact-arithmetic certificates for the tuned schedule of Weibel et al. closely match their finite-horizon numerical worst cases, with unique oracle replies.

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اقتبس هذه المقالة

APA 7

Sinha, M. (2026). حدود دنيا للتعلم عبر الإنترنت بالوصول الخطي الأمثل. https://omanscience.com/ar/articles/lower-bounds-for-linear-oracle-online-learning

MLA 9

Sinha, Mohit. "حدود دنيا للتعلم عبر الإنترنت بالوصول الخطي الأمثل." https://omanscience.com/ar/articles/lower-bounds-for-linear-oracle-online-learning.

شيكاغو (المؤلف–التاريخ)

Sinha, Mohit. 2026. "حدود دنيا للتعلم عبر الإنترنت بالوصول الخطي الأمثل." https://omanscience.com/ar/articles/lower-bounds-for-linear-oracle-online-learning.

هارفارد

Sinha, M. (2026) 'حدود دنيا للتعلم عبر الإنترنت بالوصول الخطي الأمثل', Available at: https://omanscience.com/ar/articles/lower-bounds-for-linear-oracle-online-learning.

فانكوفر

Sinha M. حدود دنيا للتعلم عبر الإنترنت بالوصول الخطي الأمثل. https://omanscience.com/ar/articles/lower-bounds-for-linear-oracle-online-learning

IEEE

M. Sinha, "حدود دنيا للتعلم عبر الإنترنت بالوصول الخطي الأمثل," https://omanscience.com/ar/articles/lower-bounds-for-linear-oracle-online-learning.