Xinyang Li

Wrong but Useful: Trajectory Value Beyond Answer Correctness in Multi-Agent Messages

Chih-Hsuan Yang, Anjir Ahmed Chowdhury, Cheng-Hau Yang, et al.

CustomTex: High-fidelity Indoor Scene Texturing via Multi-Reference Customization

Weilin Chen, Jiahao Rao, Wenhao Wang, et al.

CustomTex is a new AI system that creates high-quality textures for 3D indoor scenes by using reference images as examples rather than text descriptions. It works by taking an untextured 3D room and reference images showing how each object should look, then automatically generates detailed texture maps with sharp, artifact-free results. The method uses a dual-distillation technique to balance both semantic accuracy (matching the reference style) and pixel-level quality (making everything look crisp and realistic).