{"paper":{"title":"Implementation and Comparison of Solution Methods for Decision Processes with Non-Markovian Rewards","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Charles Gretton, David Price, Sylvie Thiebaux","submitted_at":"2012-10-19T15:05:51Z","abstract_excerpt":"This paper examines a number of solution methods for decision processes with     non-Markovian rewards (NMRDPs). They all exploit a temporal logic specification     of the reward function to automatically translate the NMRDP into an equivalent     Markov decision process (MDP) amenable to well-known MDP solution methods. They     differ however in the representation of the target MDP and the class of MDP     solution methods to which they are suited. As a result, they adopt different     temporal logics and different translations. Unfortunately, no implementation of     these methods nor exper"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1212.2482","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"}