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Celeste Barnaby

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Active Learning for Neurosymbolic Program SynthesisPLDI 20262026-06-15
Proposes a concrete active-learning pipeline for neurosymbolic synthesis that models neural uncertainty with constrained conformal evaluation and avoids…
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Choose, Don’t Label: Multiple-Choice Query Synthesis for Program DisambiguationPLDI 20262026-06-15
A new active-learning system called Socrates generates multiple-choice queries (each option a Hoare triple) instead of asking users to label concrete inputs…
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ImageEye: Batch Image Processing using Program SynthesisPLDI 20232023-06-17
A synthesis pipeline that learns programs in a neuro-symbolic DSL uses Amazon recognition detectors and an enumerative synthesizer with equivalence-reduction…
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