~/talk

VMC: a Dafny Library for Verified Monte Carlo Algorithms

Talkat Dafny 2024 · on Sunday, 2024-01-14
links:none on file
links:none on file
links:none on file
slides:none on file

Open-source Dafny library that provides verified Monte Carlo samplers: each sampler has a bitstream-to-value functional model, a machine-checked proof that the model yields the claimed distribution, and an imperative implementation proven equivalent to the model and callable from Java/C#. Implements a verified Bernoulli-exponential sampler that yields probability e^{-γ}, proves it by formalizing limits and series, models nontermination via a probability monad with divergence and uses bounded-fuel limits to lift correctness to unbounded loops; parts remain axiomatized.

AI-written summary · about

  1. 0:00VMC library intro
  2. 1:30Probabilistic sampling challenges
  3. 3:37VMC components overview
  4. 5:03Modeling randomness in Dafny
  5. 6:28Probability measures on bitstreams
  6. 7:50Verifying Bernoulli exponential
  7. 11:29Non-termination in loops
  8. 13:58Formalizing probabilistic limits
  9. 15:24Summary and future
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.