~/talk

Efficient Enumeration Algorithms via Circuits

Talkat Probabilistic Circuits and Logic 2023 · 2023-10-16..10-19· [databases]
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Presents concrete algorithms that enumerate satisfying assignments of structured set-circuits (d-DNNF variants) with linear preprocessing and output-linear delay (constant delay when answers have bounded size), plus a conversion route from Boolean d-DNNFs if smoothed; supports incremental relabeling updates in logarithmic time (some update claims currently conditional on a revised proof); applies to MSO on trees, document-spanner regex captures with preprocessing and delay polynomial in the automaton, and to unambiguous annotated grammars (cubic preprocessing).

AI-written summary · about

  1. 0:00Introduction to the topic
  2. 2:48Enumeration and complexity
  3. 5:29Knowledge compilation
  4. 7:07Set circuit formalism
  5. 12:17Main enumeration results
  6. 15:30Proof and algorithmic details
  7. 28:21Applications and extensions
  8. 37:16Future work and discussion
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