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Showing 1 to 3 of 3 for “"Markov Logic Network"”.
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Methods for Measuring Semantic Similarity of Texts
… to predict the entailment decision, we use a Markov Logic Network (MLN). The MLN is based on rich relational features extracted from the output of the predicate-argument alignment structures between T-H pairs. This MLN learns to reward pairs with similar predicates and similar arguments, and …
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Lifted probabilistic relational inference for uncertain networks
… common application of PRGM is to model complex networks using structural features. Efficient and accurate inference algorithms that can handle models with non-trivial structural features (e.g., transitive relations) are important for applications of this kind. In this thesis, (1) we provide new …
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CARE: certifiably robust learning with reasoning via variational inference
Submission original under an indefinite embargo labeled 'Open Access'. The submission was exported from vireo on 2023-09-01 without embargo terms