61 citations · 196 across the 42 of their papers we have counts for
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cs.CV2026
Architectural Sampling: Test-Time Scaling via Computational Diversity in Frozen Vision-Language Models
Akshit Singh, Shyam Marjit, Wei Lin +2
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 fixe…
cs.AI2026
Discriminative World Models for Web Agents
Kelvin Li, Dhruv Pendharkar, Anish Pahilajani +6
Recent web agents use world models for test-time action selection by sampling candidate actions, predicting the resulting web states, and ranking them with a ranker model or a Proc…