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Preprint Oct 2026

Hear, Localize, and Reason: Spatially Aware Scene Understanding for Audio-Visual LLMs

Audio-visual large language models (AV-LLMs) have made strong progress in multimodal understanding, yet most treat audio as monaural semantic content, limiting their ability to reason about where sounds originate and how they relate to the visual scene. Recent spatial audio-visual studies address parts of this problem,...

Sung-Bin Kim, JungMok Lee, Jin-Woo Jung et al. · 0 citations
Preprint Sep 2026

OmniSmartHome: A Multimodal Reasoning Benchmark for Smart-Home Agents

OmniSmartHome is introduced, a multimodal smart-home benchmark where each spoken request is paired with the surrounding visual and spatial-audio context, providing complementary cues to disambiguate underspecified requests.

Jihoo Jung, Suho Yoo, Jeongsoo Choi et al. · 0 citations

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