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STAMINA 2.0: Improving Scalability of Infinite-StateStochastic Model Checking

Talkat VMCAI 2022 · 2022-01-16..01-18
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STAMINA 2.0 implements a combined CTMC transient analysis with PRISM to produce min/max probability bounds in one pass, replaces predecessor-sum reachability with a forward-pass reachability propagation that resets passed mass to avoid trapped reachability, and dynamically lowers kappa from 1 instead of requiring manual tuning. Benchmarks (including a glitching hazard genetic circuit) show up to ~90% reduction in runtime and state count versus STAMINA 1.0 and large wins versus INFAMY, enabling previously intractable infinite-state CTMC checks.

AI-written summary · about

  1. 0:00Start
  2. 3:12Guided Early Path Termination
  3. 5:08General Architecture of Stamina
  4. 7:01Estimated Reachability
  5. 7:53Combined Ctmc Analysis
  6. 9:43The Trapped Reachability Problem
  7. 13:25Algorithm Changes
  8. 16:29Results
  9. 17:02The Hazard Circuit
  10. 22:33Conclusion
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