1 citations · 1 across the 1 of their papers we have counts for
3 papers
cs.LG2026
Causal Retention in Interactive Agents: Interface Factorization and Selective Adaptation
Shengjun Zhang, Tingyi Liu, Dong Xie +3
Task performance need not determine which intervention mechanism an agent retains. We study causal retention: whether a frozen learned state answers a mechanism-probe map fixed ind…
eess.SY2026
Nonlinear-Gain Distributed Zeroth-Order Optimization for Networked Black-Box Control
Shengjun Zhang, Tingyi Liu, Heng Zhang +1
This letter studies distributed stochastic optimization over a peer-to-peer network when agents can query only zeroth-order function values. We propose ZOOM-PB, a coordinate-sampli…
math.OC2022★ 1 cited
Zeroth-Order Stochastic Coordinate Methods for Decentralized Non-convex Optimization
Shengjun Zhang, Tan Shen, Hongwei Sun +3
In this letter, we first propose a \underline{Z}eroth-\underline{O}rder c\underline{O}ordinate \underline{M}ethod~(ZOOM) to solve the stochastic optimization problem over a decentr…