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Nina Narodytska

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Lemur: Integrating Large Language Models in Automated Program Verification9th Annual Simons Institute Industry Day2023-11-02
A framework named Lemur integrates GPT-4 via OpenAI API with model-checkers UAutomizer and ESBMC, using LLM calls to propose, strengthen and repair loop…
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Analysis of Core-Guided MaxSat Using Cores and Correction SetsSatisfiability: Theory, Practice, and Beyond 20232023-04-17
Proves that core-guided MaxSAT and hitting-set solvers recover the same original-core structure and that the minimum hitting set equals optimum when computed…
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CrystalBox: Efficient Model-Agnostic Explanations for Deep RL ControllersEighth Annual Industry Day2022-11-16
CrystalBox trains a neural black-box model-agnostic explainer on replayed system traces (eg Puffer) by labeling state+action pairs with horizon-wise…
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