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Papers Benchmarks Datasets Tasks

Stochastic Optimization research benchmarks · SOTA2 Research

Stochastic Optimization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

L-smooth functions

Li & Hong (2025)

-1Iteration Complexity

6

Apr 1, 2026

Functions satisfying PL condition

-1Best Iterate Convergence Rate

3

Apr 1, 2026

Non-convex (NC) Optimization

2Convergence Rate

3

Apr 21, 2026

PL Objective ABC Growth Envelope

ordinary one-sample SGD (Kar et al.)

2Upper Bound (HP)

2

Jun 26, 2026

L+-smooth functions

Sfyraki & Wang (2025)

-1Iteration Complexity

2

Apr 1, 2026

PL Objective Heavy-tailed Finite-p Gradients

clipped Markovian blocks

2Upper Bound (HP)

1

Jun 26, 2026

Markovian Oracle NC SC VI

—

—Primary metric

0

Jun 26, 2026

Markovian Noise C/SC/NC settings

—

—Primary metric

0

Jun 26, 2026

Stochastic function value oracle Assumption 2

—

—Primary metric

0

Apr 21, 2026

Rastrigin objective d=10

—

—Primary metric

0

Feb 26, 2026

Strongly Convex Objectives (theoretical)

—

—Primary metric

0

Feb 26, 2026

Non-convex Finite-sum (NC & FS) Optimization

—

—Primary metric

0

Feb 26, 2026

Non-convex Compositional (NC & Comp.) Optimization

—

—Primary metric

0

Feb 26, 2026

Popular datasets

PL Objective Non-convex (NC) Optimization Non-convex Compositional Optimization Non-convex Finite-sum Optimization Strongly Convex Objectives

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