~/talk

Denotational Foundations for Expected Cost Analysis

Talkat OOPSLA 2025 · 2025-10-16..10-18· [machine-learning]
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slides:none on file

Introduces cert CBPV metalanguage and an operational cost semantics plus two denotational semantics: a distribution-over-(cost,output) cost semantics and an expected-cost monad pairing a nonnegative real expected cost with an output distribution. Proves operational soundness and adequacy for the cost semantics, a cost adequacy theorem for the expected-cost semantics, and an effect simulation property relating them; shows canonicity (minimality) and that for terminating programs expected costs coincide, and that the monad equals the fine fragment of the continuation monad in quasibel spaces.

AI-written summary · about

  1. 0:00Expected cost analysis intro
  2. 1:02Limitations of cost semantics
  3. 2:48Distribution-based semantics problems
  4. 3:30CPS semantics issues
  5. 4:56Desired semantics properties
  6. 5:36Expected cost monad
  7. 7:21Geometric distribution example
  8. 9:29Advantages of expected cost semantics
  9. 10:37Relations to other semantics
  10. 11:41Monad general applicability
  11. 12:03Q&A
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