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Convergence Analysis research benchmarks · SOTA2 Research

Convergence Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TD(0) with i.i.d. samples

Bhandari et al. (2018)

1Convergence Rate

12

Jun 5, 2026

General Optimization

1Convergence Rate

8

May 27, 2026

2.62ESS/s

3

Jul 9, 2026

63.81ESS/s

3

Jul 9, 2026

82.97ESS/s

3

Jul 9, 2026

219.85ESS/s

3

Jul 9, 2026

Finite state and action spaces

2L^p Bound (p=2)

1

May 28, 2026

Low-rank matrix recovery via LAD

1Convergence Rate

1

May 27, 2026

Matrix factorization & in-context learning

1Convergence Rate

1

May 27, 2026

Decentralized Federated Learning Theoretical Analysis Type II Convergence

1Convergence Rate Bound

1

Mar 4, 2026

Convex, L-smooth, and (L0, L1)-smooth functions Deterministic setting

—

—Primary metric

0

Feb 26, 2026

Popular datasets

CIFAR ImageNet Fashion MNIST Convex, L-smooth, and (L0, L1)-smooth functions Decentralized Federated Learning Theoretical Analysis

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