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Mingcheng Li

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Preprint Sep 2026

UniWAM Technical Report: Unified Mobile Manipulation via Mixed-Stream World-Action Modeling and Manipulation Anchor Pose Supervision

Mobile manipulation requires precise navigation to a manipulation-ready pose followed by reliable object interaction. These two stages differ in action spaces and visual requirements, which complicates unified policy learning. In addition, collecting diverse real-world navigation data with explicit manipulation-ready p...

Wei Xue, Ke-Liang Liu, Ming-Zhang Cui et al. · 0 citations

Factorize, Reconstruct, Enhance: A Unified Framework for Multimodal Sentiment Analysis

FUSE-Net is proposed, a Factorized and Unified Semantic Enhancement framework that decomposes each modality into shared, specific, and noise subspaces and applies contrastive learning, an information-gain constraint, and duality constraints for structured regularization to preserve task-relevant semantics during factor...

Zhilu Yang, Mingcheng Li · 0 citations

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