Author

Qian Lin

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Jul 2026

Reinforcement Learning-Based Multinode Interdiction in Unknown Networks.

A novel reinforcement learning (RL) algorithm based on the multiarmed bandit (MAB) framework is proposed, which introduces a jamming overlap coefficient to quantify node interdependencies and employs the least absolute shrinkage and selection operator (LASSO) regression to estimate individual node contributions from th...

Cheng Zhou, Xin Man, Congshan Ma et al. · IEEE Transactions on Neural... · 0 citations

Jul 2026

Multi-Modal, Multi-Environment Machine Teaching for Robust Reward Learning

A hierarchical machine teaching algorithm for reward learning that operates across multiple MDPs and achieves substantially lower regret and stronger generalization to held-out environments than uniform teaching baselines under identical feedback budgets, demonstrating the importance of multi-environment, multi-modal t...

Ali Larian, Qian Lin, Chang-Zong Wu et al. · arXiv.org · 0 citations