Author

Wen-Yuan Huang

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Jul 2026

ConsiSpace: Learning Geometric Consistency Matters for Video Spatial Reasoning

ConsiSpace is proposed, a geometry-consistency-aware framework for geometry-sensitive video spatial reasoning that turns spatial consistency into both an evidence organization principle and an explicit post-SFT learning signal, and utilizes unified consistency self-supervised reinforcement learning (UC-SSRL) after supervised fine-tuning to improve cross-view stability.

Ting Huang, Zhenyu Zhang, Wen-Yuan Huang et al. · arXiv.org · 0 citations

Jul 2026

DeCoRAG: Cognitive Decoupling and Semantic-Aware Cropping for Complex Document Understanding

DeCoRAG is a multimodal Graph RAG pipeline that shifts knowledge processing from coupled visual-semantic reasoning to cognitive Decoupling, and subsequently drives the reasoning space from dense, noisy backgrounds to purified, intent-driven semantic clusters.

Shuoshuo Wang, Kai Zhang, Wenyuan Huang et al. · arXiv.org · 0 citations

Jul 2026

KAP: Bridging the Knowledge Selection-Runtime Consumption Gap in LLM Systems

This work proposes Knowledge Access Planning (KAP), a paradigm-shifting execution abstraction that elevates structured knowledge priors from passive prompt-construction hints into first-class physical execution artifacts, and derives a phase-boundary model for the positive-speedup regime of plan-guided execution.

Shuoshuo Wang, Fang Xi, Wen-Yuan Huang et al. · arXiv.org · 0 citations