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Fixed-Set Robustness in Programming by Example: Example Corruption and Semantic Partition Recovery

arXiv cs.LG · 2026-07-03 Cached

This paper studies adversarial robustness in programming-by-example systems, where an adversary corrupts input-output examples to mislead the synthesizer. It introduces version-space partition aggregation (VPA) as a defense and evaluates it across multiple benchmarks, finding that low-margin tasks are vulnerable and VPA helps only when partition vote margins are preserved.

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