2 papers
cs.CV2026
COLLAR: Cascaded Object-Level Latent Refinement for High-Fidelity Conditional Generation
Xinlong Zhang, Jia Wei, Xiaoyu Zhang +3
Achieving high-fidelity object-level control in Diffusion Transformers remains a significant challenge despite the introduction of structural priors like depth and Canny maps. Curr…
cs.LG2026
Score Decoder: A Unified View of Unsupervised Inference-Time Scaling for Hallucination Mitigation
Yun-Chen Cheng, Che-Yu Lin, Cheng-Lin Yang
Large language models hallucinate even when the answer lies within their parameters. While inference-time scaling can surface this latent knowledge, the most effective methods requ…