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Dan Oneata

2 papers indexed

arxivcs.CVcs.CLcs.LG2026-07-03

Pathways of Visual Information Flow in Vision-Language Models

Israfel Salazar, Stella Frank, Dan Oneata, Desmond Elliott, Constanza Fierro

We study how visual information is routed in vision-language models (VLMs). Using causal patching on controlled synthetic and natural datasets, we find that models rely on two distinct pathways to solve visual tasks: A direct pathway, where visual information is retained in image…

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arxiveess.AScs.AI2026-06-29

Detecting Audio Deepfakes on the Edge:Lightweight SSL-Based Detection in a Browser Plugin

Octavian Pascu, Dan Oneata, Horia Cucu, Nicolas M. Muller

Audio deepfakes are a growing challenge for the general public, as well as for journalists and fact-checkers. The latter need reliable tools to verify the authenticity of their sources, while at the same time keeping their information private. Commercial deepfake detection soluti…

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