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Xin-Nian Zhao

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#natural language process... Preprint Oct 2026

Local Prototype Reconstruction for Text-Compatible Speech-to-LLM Bridge Pretraining

Speech-to-LLM systems often connect a frozen speech encoder to a frozen large language model (LLM) through a small trainable bridge. The bridge is usually treated as plumbing, but it in fact defines the geometry of the speech-to-LLM interface, and the pretraining objective decides whether that interface provides a reus...

Xin-Nian Zhao, Chia-Hua Wu, Pu Wang et al. · 0 citations
#artificial intelligence Book Open access Sep 2026

"What Can I Do for You": How Should AI Companions Provide Assistance to Players in Virtual Reality Games

Recent advances in artificial intelligence (AI) have expanded the capabilities of non-player characters (NPCs), enabling them to perceive game states, perform in-game actions. In immersive virtual reality (VR) games, such assistance is not limited to providing hints or interface-level support: an AI companion can appea...

Tai-Yu Zhang, Xin-Nian Zhao, Adalberto L. Simeone · 0 citations

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