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Marcelo Arenas

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Leveraging tree automata approximation results for efficient sampling and counting...Probabilistic Circuits and Logic 20232023-10-16
Claim: sharp TA admits an FPRAS and that polynomial-time approximation for counting and almost-uniform sampling on a widely used fragment—structured…
Talk
Sampling in Query Evaluation 1Logic and Algorithms in Database Theory and AI Boot Camp2023-08-21
Shows that counting join answers is #P-complete and uniform random generation in general collapses complexity (polynomial-time uniform generation implies NP =…
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Sampling in Query Evaluation 2Logic and Algorithms in Database Theory and AI Boot Camp2023-08-21
Describes a concrete sampling pipeline for joins that uses the Horvitz-Thompson estimator on join trees: sample tuples down the tree, accept with probabilities…
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