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Author

Michael Dean Doyle

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#artificial intelligence Preprint Oct 2026

BUSTA: Teaching Small Language Models to Reason About Binary Execution

This work examines whether a targeted LLM training approach can transfer distinct RE skills to open models via inverse basic-block execution: given an x86-64 basic block and a desired output register state, the model predicts the input register values that produce it.

Ritika Poddar, Aidan Fennelly, Deirdre Murphy et al. · 0 citations

Identifier-Free Code Embedding Models for Scalable Search

This work formalizes this function association problem and evaluates the extent to which embedding models can bidirectionally associate between these two representations, and develops a new model that outperforms other models on all function association baselines and generalizes to a constant-algorithm association task...

Eric Wolos, Michael Dean Doyle · 0 citations

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