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Jia-Wen Kang

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#artificial intelligence Preprint Sep 2026

RVSD: Retrieval Vision Sparse Decoding for Mitigating Visual Hallucinations in Large Vision-Language Models

RVSD is proposed, a training-free and plug-and-play decoding framework that unifies token sparsification and Semantic-Space Visual Retrieval (SSVR) within a single decoding pass, and asemantics-directed token selection is introduced within RVSD, which selectively sparsifies redundant tokens while preserving critical vi...

Can-Jie Liu, Jia-Wen Kang, Jin-Bo Wen et al. · 0 citations
#machine learning Preprint Aug 2026

A-MADiff: Attention-Guided Multi-Agent DRL with Diffusion Policies for Memory-Aware Task Orchestration in Mobile AIGC Networks

A cooperative multi-agent orchestration framework, in which each edge node is equipped with a scheduling agent to route tasks to local ASPs or neighboring edge nodes, and an attention-guided centralized critic to estimate per-agent values from cross-agent states under GPU memory heterogeneity is proposed.

Chong-Zhi Wu, Zheng-Tao Li, Jia-Wen Kang et al. · 0 citations

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