CAPDR guides PDR's blocker, obligation, and pushing choices with a frozen offline-learned ranker, yielding smaller invariants and faster independent checking while keeping the certificate checker as the only trusted component.
Alethe: Towards a generic smt proof format
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Certificate-Aware Property-Directed Reachability
CAPDR guides PDR's blocker, obligation, and pushing choices with a frozen offline-learned ranker, yielding smaller invariants and faster independent checking while keeping the certificate checker as the only trusted component.