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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

A. S. Penamakuri

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#computer vision Preprint Oct 2026

Whispers from the Neighbors: Rethinking Caption Consensus as Inference-Time Evidence for Vision-Language Retrieval

An image is rarely described only once. Retrieval benchmarks and many collections attach several captions to each picture, yet dual encoders still judge every image-caption pair in isolation. We ask what these neighboring captions contribute when a frozen encoder consults them at inference time. Fusing image similarity...

K. Vo, Belal Shoer, A. S. Penamakuri · 0 citations
#artificial intelligence Sep 2026

RA-CoA: Training-free Fashion Image Captioning via Retrieval-Augmented Chain-of-Attributes

RA-CoA is a model-agnostic approach that works with frozen VLMs to improve fine-grained attribute precision in product captions without the need for fine-tuning, and is proposed as a novel, training-free framework that disentangles fashion image captioning into two interpretable stages.

A. S. Penamakuri, Shreya Shukla, Anand Mishra · 0 citations

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