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cs.CV2025
Self-Rewarded Multimodal Coherent Reasoning Across Diverse Visual Domains
Jesen Zhang, Ningyuan Liu, Kaitong Cai +5
Multimodal LLMs often produce fluent yet unreliable reasoning, exhibiting weak step-to-step coherence and insufficient visual grounding, largely because existing alignment approach…
cs.CV2025
GTMA: Dynamic Representation Optimization for OOD Vision-Language Models
Jensen Zhang, Ningyuan Liu, Keze Wang
Vision-language models (VLMs) struggle in open-world applications, where out-of-distribution (OOD) concepts often trigger cross-modal alignment collapse and severely degrade zero-s…
cs.CV2025
MAT-Agent: Adaptive Multi-Agent Training Optimization
Jusheng Zhang, Kaitong Cai, Yijia Fan +2
Multi-label image classification demands adaptive training strategies to navigate complex, evolving visual-semantic landscapes, yet conventional methods rely on static configuratio…