3 papers
cs.CV2026
LOCI: Spatial Linear Memory for Streaming World Models
Ji Xia, Tingting Liao, Xuezhi Liang +2
When a camera revisits a previously observed region, a video world model should reproduce what was there before. This requires both remembering past observations and retrieving the…
cs.CV2026
Mind the RefGAP: Correcting Reference Attention in Diffusion-Based Visual Editing
Yanan Wang, Shengcai Liao, Guangyi Liu +1
Reference-guided diffusion editors struggle to faithfully reproduce user-provided references. We identify a potential bottleneck in diffusion editors: many methods provide limited…
cs.CV2026
PrismAlign: Prior-Steered Multi-View VLM Alignment for Hallucination-Robust Table OCR
Guangyi Liu, Qianjun Huang, Boyu Hou
Table extraction suffers from frequent structural errors and semantic hallucinations. We propose PrismAlign, a multi-VLM framework aligning diverse visual perspectives to resolve a…