curriculum learning 1dataset construction 1evaluation metrics 1text-to-image generation 1vision-language models 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.AI2026
A Survey on Foundations and Frontiers of Multimodal Agentic Frameworks: Techniques and Applications
Neel Mokaria, Rishie Raj, Dheeraj Baiju +13
Advances in large language models (LLMs) have fueled a wave of research into agency: the ability to reason, plan, and act. This effort has produced agentic frameworks that orchestr…
cs.CV2026
DynEval: Holistic Evaluations of T2I Generative Models in the Wild
Shyam Marjit, Dheeraj Baiju, Anuj Shikarkhane +3
The paper introduces DynEval, a dynamic evaluation framework that jointly assesses text-to-image alignment and image quality for T2I models, using large synthetic datasets and a di…
cs.CV2026
Beyond Scalar Distances: Semantic Attribute Gradients from Frozen MLLMs for Visual Embeddings
Shubhang Bhatnagar, Dheeraj Baiju, Narendra Ahuja
Vision encoders for retrieval are typically trained with class-label supervision: each training pair reduces to a scalar that uniformly pushes the embedding apart or pulls it toget…