On the oracle complexity of smooth strongly convex minimization
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Abstract (arXiv)
We construct a family of functions suitable for establishing lower bounds on the oracle complexity of first-order minimization of smooth strongly-convex functions. Based on this construction, we derive new lower bounds on the complexity of strongly-convex minimization under various inaccuracy criteria. The new bounds match the known upper bounds up to a constant factor, and when the inaccuracy of a solution is measured by its distance to the solution set, the new lower bound exactly matches the upper bound obtained by the recent Information-Theoretic Exact Method by the same authors, thereby establishing the exact oracle complexity for this class of problems.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 24 Jan 2021.
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Citing papers per year: 2021: 1; 2022: 0; 2023: 3; 2024: 0; 2025: 2; 2026: 1.
7 papers.
- 2023Accelerating Value Iteration with Anchoringcited by 11
- 2025Sharp higher order convergence rates for the Adam optimizercited by 8
- 2021Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sumscited by 4
- 2023Minimax Excess Risk of First-Order Methods for Statistical Learning with Data-Dependent Oraclescited by 2
- 2023Understanding Accelerated Gradient Methods: Lyapunov Analyses and Hamiltonian Assisted Interpretationscited by 0
- 2025Classification by Separating Hypersurfaces: An Entropic Approachcited by 0
- 2026Lower Bounds for Linear-Oracle Online Learningcited by 0
- 2026Lower Bounds for Linear-Oracle Online Learning29 Sep 2026
- 2025Classification by Separating Hypersurfaces: An Entropic Approach3 Jul 2025
- 2025Sharp higher order convergence rates for the Adam optimizer28 Apr 2025
- 2023Minimax Excess Risk of First-Order Methods for Statistical Learning with Data-Dependent Oracles10 Jul 2023
- 2023Accelerating Value Iteration with Anchoring26 May 2023
- 2023Understanding Accelerated Gradient Methods: Lyapunov Analyses and Hamiltonian Assisted Interpretations20 Apr 2023
- 2021Practical Schemes for Finding Near-Stationary Points of Convex Finite-Sums25 May 2021