#test-time-scaling2 articles

2 articles

AIBullisharXiv – CS AI · 6h ago2

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VisRef: Visual Refocusing while Thinking Improves Test-Time Scaling in Multi-Modal Large Reasoning Models

Researchers developed VisRef, a new framework that improves visual reasoning in large AI models by re-injecting relevant visual tokens during the reasoning process. The method avoids expensive reinforcement learning fine-tuning while achieving up to 6.4% performance improvements on visual reasoning benchmarks.

AIBullisharXiv – CS AI · 6h ago0

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From Scale to Speed: Adaptive Test-Time Scaling for Image Editing

Researchers introduce ADE-CoT (Adaptive Edit-CoT), a new test-time scaling framework that improves image editing efficiency by 2x while maintaining superior performance. The system uses dynamic resource allocation, edit-specific verification, and opportunistic stopping to optimize the image editing process compared to traditional methods.