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Open access Sep 2026

The Impact of Green Finance Policy on Corporate Carbon Emission Efficiency

Abstract Under the guidance of the “dual carbon” goals, enhancing carbon emission efficiency is the key to achieving coordinated development of economic growth and environmental protection. This paper takes the green finance reform and innovation pilot zones established in batches since 2017 as a quasi-natural experime...

Rui-Tong Liu, N. Wei, K. Bùi · 0 citations
Open access Sep 2026

Learning Equitable and Efficient Shift Rosters with Multi-Objective Deep Reinforcement Learning and Counterfactual Fairness Constraints in Operations

Shift rostering systems often optimize cost and coverage while treating fairness as a secondary objective. This study develops a multi-objective deep reinforcement learning framework for workforce scheduling that integrates Proximal Policy Optimization with a graph neural network encoder, a Conditional Value-at-Risk te...

K. Bùi, Kodirbek Makharov, Batirbek Samandarov et al. · 0 citations

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