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#model-checking

Synthesizing POMDP Policies: Sampling Meets Model-checking via Learning

arXiv cs.AI · yesterday Cached

This paper presents a novel framework for synthesizing finite-state controllers for Partially Observable Markov Decision Processes (POMDPs) by integrating sampling, automata learning, and model-checking. The approach provides formal guarantees for threshold-safety problems that elude existing formal synthesis tools.

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#model-checking

Can LLMs model real-world systems in TLA+?

Hacker News Top · 2026-05-08 Cached

Researchers from the Specula team created SysMoBench, a benchmark evaluating whether LLMs can faithfully model real-world computing systems in TLA+ or merely recite textbook specifications. The benchmark tests 11 systems across four phases and reveals systematic gaps in current LLMs' ability to accurately model system implementations versus reference papers.

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#model-checking

People get confused when language implementations break language guarantees

Hillel Wayne — Computer Things · 2026-04-21 Cached

TLA+ semantics guarantee nonordered updates, but the TLC model checker breaks these guarantees by requiring ordered assignments and adding effectful operators like PrintT, causing confusion for beginners.

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#model-checking

Proving What's Possible

Hillel Wayne — Computer Things · 2026-02-11 Cached

Explains the concept of possibility properties in formal methods, complementing safety and liveness, and discusses their use in specification and model checking.

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