activity
20222026
most citedInference and dynamic decision-making for deteriorating systems with probabilistic dependencies through Bayesian networks and deep reinforcement learning

58 citations · 81 across the 6 of their papers we have counts for

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2 papers · 1 filter

cs.CE2025

Balancing the exploration-exploitation trade-off in active learning for surrogate model-based reliability analysis via multi-objective optimization

Jonathan A. Moran, Pablo G. Morato

Reliability assessment of engineering systems often requires repeated evaluations of limit-state functions that may rely on computationally expensive high-fidelity models, renderin…

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…