A Reminder of its Brittleness: Language Reward Shaping May Hinder Learning for Instruction Following Agents. - Sukai Huang; Nir Lipovetzky; Trevor Cohn (CoRR, 2023)

Overcoming Reward Model Noise in Instruction-Guided Reinforcement Learning. - Sukai Huang; Nir Lipovetzky; Trevor Cohn (CoRR, 2024)

Chasing Progress, Not Perfection: Revisiting Strategies for End-to-End LLM Plan Generation. - Sukai Huang; Trevor Cohn; Nir Lipovetzky (CoRR, 2024)

Planning in the Dark: LLM-Symbolic Planning Pipeline Without Experts. - Sukai Huang; Nir Lipovetzky; Trevor Cohn (AAAI, 2025)

ALIGN: Word Association Learning for Cross-Cultural Generalization in Large Language Models. - Chunhua Liu; Kabir Manandhar Shrestha; Sukai Huang (CoRR, 2025)