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cs.CL2026
OmniVerifier-C1: Decomposed Graded Verifier for Rule-Governed Generative World Modeling
Bowei Liu, Xinchen Zhang, Xuhuan Li +10
Generative visual verifiers play a crucial role in advancing multimodal intelligence. To enhance the robustness of visual verifiers in complex multimodal scenarios involving compos…
cs.CV2026
PerceptionDLM: Parallel Region Perception with Multimodal Diffusion Language Models
Yueyi Sun, Yuhao Wang, Jason Li +8
Multimodal large language models (MLLMs) have achieved remarkable progress in visual understanding tasks. However, most existing MLLMs rely on autoregressive generation, which limi…