~/talk

SATisfying answers to difficult questions!

Talkat !!Con 2024 · 2024-08-24..08-25· [machine-learning]
slides:none on file

Overview of concrete methods and limits: explains how problems become CNF and shows a Sudoku encoding with nine Booleans per cell, implements DPLL with unit propagation and pure literal elimination and then upgrades to CDCL that learns clauses and backjumps non-chronologically, demonstrates a stochastic approach WalkSAT that is parallelizable on GPUs but cannot prove unsatisfiability, and contrasts pure SAT with SMT (mentions Z3 and CVC yees boctor Etc) for arithmetic-heavy puzzles like SEND+MORE=MONEY.

AI-written summary · about

  1. 0:00SAT solvers and NP-complete
  2. 1:38Boolean satisfiability explained
  3. 3:02DPL and unit propagation
  4. 5:27Conflict-driven clause learning
  5. 7:17WalkSAT and stochastic search
  6. 8:20SMT theories in SAT solvers
  7. 9:45Summary and resources
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