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A novel multi-agent framework reduces hallucinations in language models by 79.46%, enabling reliable reasoning in scientific applications.
Forget full intrinsic decomposition: LightCtrl achieves state-of-the-art single-image relighting by learning sparse, physically meaningful latent proxies from limited PBR data.