الباحثون

Shyam Marjit

المنشورات 2

نسخة أولية وصول مفتوح

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

Akshit Singh, Shyam Marjit, Wei Lin وآخرون · 2026

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 …

نسخة أولية وصول مفتوح

Image Classifiers are Efficient Self-Supervised Video Representation Learners

Owais Iqbal, Sudipta Sarkar, Shyam Marjit وآخرون · 2026

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 …

المؤلفون المشاركون