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Keynote Talk: Outcome Logic: a foundational framework for concurrent and probabilistic(…)

Talkat VMCAI 2025 · 2025-01-20..01-21· [concurrency, machine-learning]
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slides:none on file

Presents Outcome Logic as a concrete framework that gives a compositional denotational semantics for programs mixing nondeterminism/concurrency and randomness, using pom sets with formula for control-flow+concurrency, a convex power set style denotation for nondeterminism/probability, and an outcome conjunction connective to break distributions. Builds a semantics and a program logic: unbounded loops work for the nondeterministic-choice model (POP paper), full concurrent semantics exists but only bounded loops so far, and proofs handle the XOR example where order matters under an adversarial scheduler.

AI-written summary · about

  1. 0:00Introduction
  2. 1:04Motivation for outcome logic
  3. 5:39Probabilistic concurrent programs
  4. 10:37Why these programs matter
  5. 15:35Brittleness of semantics
  6. 19:47Restricted language with nondeterminism
  7. 24:02Extending to full concurrency
  8. 26:12Inspirations from logics
  9. 36:51Key insights of outcome conjunction
  10. 40:24Introducing pom sets
  11. 44:41Probabilistic assertions and rules
  12. 49:41Proving correctness
  13. 50:02Conclusion and future directions
  14. 52:12Q&A
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