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20212025
most citedBayesian Stochastic Gradient Descent for Stochastic Optimization with Streaming Input Data

3 citations · 7 across the 9 of their papers we have counts for

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math.OC2025

Bayesian Risk-averse Model Predictive Control with Consistency and Stability Guarantees

Yingke Li, Yifan Lin, Enlu Zhou +1

Model Predictive Control (MPC) is a powerful framework for constrained control, but its performance and safety can be severely degraded when the prediction model is learned online…

cs.LG2025

Bayesian Risk-Sensitive Policy Optimization For MDPs With General Loss Functions

Xiaoshuang Wang, Yifan Lin, Enlu Zhou

Motivated by many application problems, we consider Markov decision processes (MDPs) with a general loss function and unknown parameters. To mitigate the epistemic uncertainty asso…