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Author

Mohsen Fayyaz

2 papers indexed here

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#computer vision Review Sep 2026

From Routing Signals to Selective Review: Visual regrounding in MoE VLMs

Vision-language models (VLMs) may accept false visual premises, answering questions about a target object's color, count, location, or state even when it is absent. We call this reliability-critical behavior a target-absence grounding failure. Existing visual-grounding detectors primarily rely on generated responses, h...

Hong-Zhu Guo, Mohsen Fayyaz, Nan-Yun Peng · 0 citations
#artificial intelligence Preprint Sep 2026

Multilinguality in Hybrid Attention LLMs

This work presents a first study of how hybrid attention impacts the multilinguality of LLMs, showing that cross-lingual representations in hybrid models develop in patterns tied to the ordering of recurrent and full-attention layers.

Lucas Bandarkar, Jun-Ling Hu, Chen-Yuan Yang et al. · 0 citations

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