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Haniyeh Ehsani Oskouie

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#machine learning Preprint Sep 2026

Kernel-Based Steering of CLIP with Vision-Language Model Preferences

Large vision-language models (VLMs) can judge visual similarity, but their judgments are not directly available as compact image embeddings for efficient comparison. We study how to transfer these preferences into CLIP while retaining its image--text capabilities. We introduce ASK, a kernel-based steering method that l...

Sajjad Ghiasvand, Haniyeh Ehsani Oskouie, Sina Mansouri et al. · 0 citations

Can MLLMs Critique Like Humans? Evaluating Open-Ended Aesthetic Reasoning in Multimodal Large Language Models

It is argued that reference-based similarity rewards a fluent, comprehensive critique style rather than the selectivity and specificity of human critique, and that reference-based similarity gives a misleading picture.

Sajjad Ghiasvand, Maryam Amirizaniani, Haniyeh Ehsani Oskouie et al. · 1 citation

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