الباحثون

Zhidong Deng

المنشورات 2

نسخة أولية وصول مفتوح

Spatial Latent Reasoning for Embodied Reference Understanding

Ling Li, Jianhui Zhong, Wei Liu وآخرون · 2026

Pointing-gesture visual grounding requires connecting hand geometry with the visual identity and extent of a referred object. A central challenge for continuous latent reasoning is how to organize these complementary cues into useful intermediate supervision. We propose Spatial Latent Reasoning (SLR), a framework that …

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SkillCycle: Co-Evolving Agent Policies and Skill Banks

Ling Li, Qiuyu Shen, Zheng Jiang وآخرون · 2026

Internalizing external skills changes a language agent's capabilities and, with them, the value of its remaining guidance: rules can become redundant, misleading, or insufficient for newly encountered decisions. This creates a coupled problem of learning from skills and adapting the skills that supervise further learni …

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