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Francesco Fabiano

2 accepted papers

2026

Best-Effort Policies for Robust Markov Decision Processes

AAAI 2026technical

We study the common generalization of Markov decision processes (MDPs) with sets of transition probabilities, known as robust MDPs (RMDPs). A standard goal in RMDPs is to compute a policy that maximizes the expected return under an adversarial choice of the transition probabilities. If the uncertain

Cited by 0SourcePDFScholar
2023

Plansformer Tool: Demonstrating Generation of Symbolic Plans Using Transformers

IJCAI 2023poster

Plansformer is a novel tool that utilizes a fine-tuned language model based on transformer architecture to generate symbolic plans. Transformers are a type of neural network architecture that have been shown to be highly effective in a range of natural language processing tasks. Unlike traditional p…

Cited by 17SourcePDFScholar