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An Approximate Skolem Function Counter

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An algorithm produces a PAC guaranteed multiplicative approximation to the log number of Skolem functions, using two exact #SAT calls and a linear number of sampling/counting oracle calls (with Dagum-style adaptive sampling and state‑of‑the‑art counters). Implementation scales to formulas with thousands of variables and solves 379 of 608 QBF-derived benchmarks versus 8 for an exact-enumeration baseline; on 158 small instances with epsilon=0.8 the mean relative error is ~0.2 and the worst error is under 0.5.

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  1. 0:00Introduction
  2. 2:39Skolem functions and problem
  3. 5:20Skolem function counting applications
  4. 9:02Problem complexity
  5. 11:59Algorithm overview
  6. 13:53Algorithm and implementation
  7. 16:36Experimental results
  8. 20:11Benchmark accuracy
  9. 22:22Summary and open questions
  10. 23:48Open problems
  11. 26:33Q&A
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