Deviation Bounding on Theoretical Concentration Framework
1Deviation BoundLp stability framework (Thm. 2.2)
Evaluation results
| Method | Links | |
|---|---|---|
| Lp stability framework (Thm. 2.2)Assumption=|f − fi| ≤ Hi, ∥Hi∥p < ∞ for some p ≥ 22026.06 | 1 | |
| Lp stability framework (Thm. 2.6)Assumption=|f − fi| ≤ Hi, ∥Hi∥p < ∞ for some 1 < p < 22026.06 | 1 | |
| Kontorovich (2014)Assumption=f is 1-Lipschitz; ∥Hi∥ψ2 < ∞ for all i2026.06 | 2 | |
| Maurer & Pontil (2021)Assumption=f is 1-Lipschitz; ∥Hi∥ψ1 < ∞ for all i2026.06 | 2 | |
| Li et al. (2024)Assumption=|f − fi| ≤ Hi, ∥Hi∥ψα < ∞, 0 < α ≤ 12026.06 | 2 | |
| Li et al. (2024)Assumption=|f − fi| ≤ Hi, ∥Hi∥ψα < ∞, α > 1 and α^{−1} + (α∗)^{−1} = 12026.06 | 2 |