PEBSI: Policy-efficient branching variable selection via reinforcement learning.

Junbo Tong

Shuhan Du Junbo Tong Daming Shi 0003 Yi Liu 0018 Wenhui Fan PEBSI: Policy-efficient branching variable selection via reinforcement learning. 2026 April 312 82 J. Supercomput. 5 https://doi.org/10.1007/s11227-026-08478-6 db/journals/tjs/tjs82.html#DuTSLF26 streams/journals/tjs

Shuhan Du Junbo Tong Wenhui Fan Learning efficient branch-and-bound for solving Mixed Integer Linear Programs. 112863 2025 172 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2025.112863 db/journals/asc/asc172.html#DuTF25 streams/journals/asc

Junbo Tong Shuhan Du Daming Shi 0003 Wenhui Fan OdML: An optimization-driven meta-learning framework for multi-task approximate model predictive control. 113882 2025 185 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2025.113882 db/journals/asc/asc185.html#TongDSF25 streams/journals/asc

Wan Jiang Xinyi Zang Yudong Zhao Yusi Zou Yunfei Lu Junbo Tong Yang Liu Ming Li Jiani Shi Xin Yang MaRCA: Multi-Agent Reinforcement Learning for Dynamic Computation Allocation in Large-Scale Recommender Systems. 2025 December abs/2512.24325 CoRR https://doi.org/10.48550/arXiv.2512.24325 db/journals/corr/corr2512.html#abs-2512-24325 streams/journals/corr

Junbo Tong Shuhan Du Wenhui Fan Yueting Chai Automatic tuning of robust model predictive control in iterative tasks using efficient Bayesian optimization. 1362-1373 2024 46 Trans. Inst. Meas. Control 7 https://doi.org/10.1177/01423312231188871 db/journals/tinstmc/tinstmc46.html#TongDFC24

Junbo Tong Shuhan Du Wenhui Fan Learning-based Distributed Model Predictive Control with State-dependent Uncertainty Using Neural Network. 911-918 2024 ACC https://doi.org/10.23919/ACC60939.2024.10644946 conf/amcc/2024 db/conf/amcc/acc2024.html#TongDF24 streams/conf/amcc

Junbo Tong Daming Shi 0003 Yi Liu 0018 Wenhui Fan GLDAP: Global Dynamic Action Persistence Adaptation for Deep Reinforcement Learning. 7:1-7:18 2023 June 18 ACM Trans. Auton. Adapt. Syst. 2 https://doi.org/10.1145/3590154 db/journals/taas/taas18.html#TongSLF23

Daming Shi 0003 Junbo Tong Yi Liu 0018 Wenhui Fan Knowledge Reuse of Multi-Agent Reinforcement Learning in Cooperative Tasks. 470 2022 24 Entropy 4 https://doi.org/10.3390/e24040470 db/journals/entropy/entropy24.html#ShiTLF22

Yueting Chai Shuhan Du Wenhui Fan Wan Jiang Ming Li Yang Liu Yi Liu 0018 Yunfei Lu Daming Shi 0003 Jiani Shi Xin Yang Xinyi Zang Yudong Zhao Yusi Zou