2026
Visual Para-Thinker: Divide-and-Conquer Reasoning for Visual Comprehension
ICML 2026poster
Existing LLM test-time scaling laws emphasize the emergence of self-reflective behaviors through extended reasoning length. Nevertheless, this vertical scaling strategy often encounters plateaus in exploration as the model becomes locked into specific thinking pattern. By shifting from depth to para…