2 papers
cs.MA2026
Multi-agent deep reinforcement learning with centralized training and decentralized execution for transportation infrastructure management
M. Saifullah, K. G. Papakonstantinou, A. Bhattacharya +2
Life-cycle management of large-scale transportation systems requires determining a sequence of inspection and maintenance decisions to minimize long-term risks and costs while deal…
cs.LG2025
ConBatch-BAL: Batch Bayesian Active Learning under Budget Constraints
Pablo G. Morato, Charalampos P. Andriotis, Seyran Khademi
Varying annotation costs among data points and budget constraints can hinder the adoption of active learning strategies in real-world applications. This work introduces two Bayesia…