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Sihyung Yoon

2 accepted papers

2026

Test-Time Mixture of World Models for Embodied Agents in Dynamic Environments

ICLR 2026poster

Language model (LM)-based embodied agents are increasingly deployed in real-world settings. Yet, their adaptability remains limited in dynamic environments, where constructing accurate and flexible world models is crucial for effective reasoning and decision-making. To address this challenge, we ext…

Cited by 2SourceScholar
2025

World Model Implanting for Test-time Adaptation of Embodied Agents

ICML 2025poster

In embodied AI, a persistent challenge is enabling agents to robustly adapt to novel domains without requiring extensive data collection or retraining. To address this, we present a world model implanting framework (WorMI) that combines the reasoning capabilities of large language models (LLMs) with…

Cited by 7SourcePDFScholar