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Papers Benchmarks Datasets Tasks

Regret Minimization research benchmarks – Page 4 · SOTA2 Research

Regret Minimization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MNL-based Dynamic Assortment and Pricing Theoretical bounds

—

—Primary metric

0

Feb 26, 2026

Stochastic CMDPs with offline function approximation

—

—Primary metric

0

Feb 26, 2026

Time-varying Gaussian Process Bandits

—

—Primary metric

0

Feb 26, 2026

Heteroskedastic Generalized Linear Bandits Adversarial Corruptions

—

—Primary metric

0

Feb 26, 2026

Heteroskedastic Generalized Linear Bandits No Corruption

—

—Primary metric

0

Feb 26, 2026

Linear MDPs Multi-agent

—

—Primary metric

0

Feb 26, 2026

Linear MDPs Single-agent

—

—Primary metric

0

Feb 26, 2026

MAB with paid observations

—

—Primary metric

0

Feb 26, 2026

Graph bandits with weak observability

—

—Primary metric

0

Feb 26, 2026

Partial monitoring with global observability

—

—Primary metric

0

Feb 26, 2026

Contextual Bandits Learning with model class

—

—Primary metric

0

Feb 26, 2026

Contextual Bandits Strong adversary

—

—Primary metric

0

Feb 26, 2026

Contextual Bandits Weak adversary + revealing sigma_t

—

—Primary metric

0

Feb 26, 2026

Adversarial low-rank MDP Bandit feedback

—

—Primary metric

0

Feb 26, 2026

Adversarial low-rank MDP Full-info feedback

—

—Primary metric

0

Feb 26, 2026

MDP with Tucker Rank (d, S, A) (theoretical)

—

—Primary metric

0

Feb 26, 2026

MDP with Tucker Rank (S, d, A) (theoretical)

—

—Primary metric

0

Feb 26, 2026

MDP with Tucker Rank (S, S, d) (theoretical)

—

—Primary metric

0

Feb 26, 2026

Markov Decision Processes (MDPs) B=1

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Stochastic Lipschitz Bandit with Adversarial Corruptions

—

—Primary metric

0

Feb 26, 2026

Multi-agent games with Multiplicative Noise

—

—Primary metric

0

Feb 26, 2026

Multi-agent games with Additive Noise

—

—Primary metric

0

Feb 26, 2026

Adversarial settings Bounded feedback

—

—Primary metric

0

Feb 26, 2026

K-armed bandits sub-Gaussian rewards

—

—Primary metric

0

Feb 26, 2026

Page 4 of 5

Popular datasets

KL-regularized Bandits Bilateral Trade K-armed bandits Synthetic MDP with Tucker rank

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