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Sunjian Zheng

2 accepted papers

2026

Context and Diversity Matter: The Emergence of In-Context Learning in World Models

ICLR 2026poster

The capability of predicting environmental dynamics underpins both biological neural systems and general embodied AI in adapting to their surroundings. Yet prevailing approaches rest on static world models that falter when confronted with novel or rare configurations. We investigate in-context learn…

Cited by 0SourceScholar
2025

EfficientNav: Towards On-Device Object-Goal Navigation with Navigation Map Caching and Retrieval

NeurIPS 2025poster

Object-goal navigation (ObjNav) tasks an agent with navigating to the location of a specific object in an unseen environment. Embodied agents equipped with large language models (LLMs) and online constructed navigation maps can perform ObjNav in a zero-shot manner. However, existing agents heavily…

Cited by 0SourcecodeScholar