Author

Shyam Marjit

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#artificial intelligence Preprint Oct 2026

Architectural Sampling: Test-Time Scaling via Computational Diversity in Frozen Vision-Language Models

Test-time scaling often seeks better answers by sampling multiple responses from a frozen model, yet conventional temperature sampling generates every candidate along the same fixed computation path. We introduce architectural sampling, a training-free method that generates candidates through distinct forward computati...

Akshit Singh, Shyam Marjit, Wei Lin et al. · 1 citation

#machine learning Preprint Sep 2026

Image Classifiers are Efficient Self-Supervised Video Representation Learners

We introduce VideoMSN, a Masked Siamese Network framework for efficient self-supervised spatio-temporal representation learning in videos. Instead of relying on heavy 3D architectures or reconstruction-based autoencoders for learning with unlabeled data, we repurpose standard image Vision Transformers by representing v...

Owais Iqbal, Sudipta Sarkar, Shyam Marjit et al. · 0 citations

Preprint Jul 2026

DynEval: Holistic Evaluations of T2I Generative Models in the Wild

DynEval, a Dynamic Evaluation framework designed to jointly assess text-to-image alignment and image quality of T2I models, is introduced and a compact evaluator achieves a higher overall correlation with human judgments.

Shyam Marjit, Dheeraj Baiju, Anuj Shikarkhane et al. · 0 citations