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    "finding": "Standard activation patching (replacing full layer output with clean activations) is uninformative for ICL-based tabular foundation models. Because these models use shared/frozen weights across inputs, replacing any layer L's output with clean activations causes ALL downstream layers (L+1...L_final) to reproduce their clean outputs identically \u2014 a property we term 'deterministic cascading'. This yields flat, uniform patch effects across all layers. We use noising-based causal tracing instead."
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