Audit Tool Detects Causality Leaks in Sequence Models
August 23, 2026
A new lightweight two-pass audit identifies causality breaks in attention, state-space, and hybrid models without requiring gradients. The audit successfully localized defects in Zamba2 and Nemotron-H that standard mask inspections missed.
HOW THIS AFFECTS YOU
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researcherYou can now verify if your model's architecture or normalization layers are inadvertently leaking future information.