Author

Rohit Saxena

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#artificial intelligence Feb 2026

Same Answer, Different Representations: Hidden instability in VLMs

A representation-aware and frequency-aware evaluation framework that measures internal embedding drift, spectral sensitivity, and structural smoothness (spatial consistency of vision tokens), alongside standard label-based metrics is introduced.

Farooq Ahmad Wani, Alessandro Suglia, Rohit Saxena et al. · arXiv.org · 2 citations