Author

Jacopo Dardini

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#artificial intelligence Preprint Sep 2026

ActMap: Single-Pass Uncertainty Quantification from Generation-Time Activation Maps

ActMap is introduced, a white-box representation that compresses the generation-time hidden-state trajectory into a fixed tensor of temporal-statistic channels that preserves structure across transformer depth and pooled hidden coordinates, and supports abstention, routing, and selective verification from a single gene...

Jacopo Dardini, Roberta Calegari · 0 citations

#artificial intelligence Aug 2026

Quantization-Triggered Backdoors in Language Models: Cross-Quantizer Transferability and the Validation--Deployment Gap

It is demonstrated that source-precision auditing alone does not rule out quantization-triggered behavior and that the final deployed configuration must be included in behavioral certification for trustworthy edge AI.

Jacopo Dardini, Claudio Stanzione, G. Colò et al. · Lecture notes in computer sc... · 0 citations