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Author

Hayoung Oh

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#artificial intelligence Preprint Oct 2026

SPHERE: Adaptive VR Indoor Scene Generation via LLM-Enhanced Spatial Preference Learning and Human-in-the-Loop RL

While Large Language Models (LLMs) advance 3D indoor scene synthesis, current pipelines fail to retain user-specific preferences across sessions, making immersive authoring a repetitive and physically fatiguing process. We present SPHERE, an adaptive VR generation framework that transforms isolated synthesis into conti...

Hyeonmin Lee, Zheng Wei, Kyungmin Kwon et al. · 0 citations
Book Open access Sep 2026

Choosing What Matters: Query-Aware Multimodal Routing for Conversational Recommendation

Conversational recommender systems can exploit structured, collaborative, textual, and visual evidence, but fixed multimodal fusion cannot adapt evidence use to each dialogue. Building on MSCRS [24], we propose Query-Aware Multimodal Routing for Conversational Recommendation (QAMR-CRS), which predicts modality weights...

Hui-Ling Piao, Seoin Choi, Sokphea Young et al. · 0 citations

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