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Predicate Exchange Inference with Declarative Knowledge Zenna Tavares Javier Burroni, Edgar Minasyan, Armando Solar Lezama, Rajesh Ranganath Objective Objective Priors with constraints condition on balls not intersecting Inverse Graphics with


  1. Predicate Exchange Inference with Declarative Knowledge Zenna Tavares Javier Burroni, Edgar Minasyan, Armando Solar Lezama, Rajesh Ranganath

  2. Objective

  3. Objective

  4. Priors with constraints condition on balls not intersecting

  5. Inverse Graphics with constraints condition on balls not intersecting

  6. Predicate Exchange

  7. Convert predicates into soft predicates Soft predicate represents degree to which hard predicate is satisfied x 2 ∨ ̃ ¬ ̃ x 2 = ̃ > ̃ ( x > y ) ∨ ¬( = 2) → ( x y ) ( 2)

  8. Approximate Posterior

  9. Temperature trades-off accuracy / convergence

  10. Replica Exchange

  11. Omega.jl: A Causal, Higher-Order PPL github.com/zenna/Omega.jl Poster #52 cond do rcd causal inference higher-order inference

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