Siliang Zeng

activity

20202025

most citedMaximum-Likelihood Inverse Reinforcement Learning with Finite-Time Guarantees

4 citations · 8 across the 13 of their papers we have counts for

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2 papers · 1 filter

math.OC2021

A Near-Optimal Algorithm for Stochastic Bilevel Optimization via Double-Momentum

Prashant Khanduri, Siliang Zeng, Mingyi Hong +3

This paper proposes a new algorithm -- the \underline{S}ingle-timescale Do\underline{u}ble-momentum \underline{St}ochastic \underline{A}pprox\underline{i}matio\underline{n} (SUSTAI…

math.OC2020★ 2 cited

On the Divergence of Decentralized Non-Convex Optimization

Mingyi Hong, Siliang Zeng, Junyu Zhang +1

We study a generic class of decentralized algorithms in which $N$ agents jointly optimize the non-convex objective $f (u) := 1/ N \sum_{i = 1}^{N} f_{i} (u)$ , while only communicating with th…