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09/20/2023
Colour Passing Revisited: Lifted Model Construction with Commutative Factors
Lifted probabilistic inference exploits symmetries in a probabilistic mo...
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07/06/2023
DPM: Clustering Sensitive Data through Separation
Privacy-preserving clustering groups data points in an unsupervised mann...
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10/18/2021
Lifting DecPOMDPs for Nanoscale Systems – A Work in Progress
DNA-based nanonetworks have a wide range of promising use cases, especia...
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01/07/2020
Exploring Unknown Universes in Probabilistic Relational Models
Large probabilistic models are often shaped by a pool of known individua...
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11/16/2019
Taming Reasoning in Temporal Probabilistic Relational Models
Evidence often grounds temporal probabilistic relational models over tim...
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07/02/2018
Answering Hindsight Queries with Lifted Dynamic Junction Trees
The lifted dynamic junction tree algorithm (LDJT) efficiently answers fi...
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07/02/2018
Preventing Unnecessary Groundings in the Lifted Dynamic Junction Tree Algorithm
The lifted dynamic junction tree algorithm (LDJT) efficiently answers fi...
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07/02/2018