Dyna-Mind: Learning to Simulate from Experience for Better AI Agents
Xiao Yu · Baolin Peng · Michel Galley · Hao Cheng · Qianhui Wu · Janardhan Kulkarni · Suman Nath · Zhou Yu · Jianfeng Gao
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Xiao Yu · Baolin Peng · Michel Galley · Hao Cheng · Qianhui Wu · Janardhan Kulkarni · Suman Nath · Zhou Yu · Jianfeng Gao
Ying Zhan · Xiuqi Tang · Yan Zhang · Xiao Tan · Dian Shen · Zhou Yu · Beilun Wang
Lipid nanoparticles (LNPs) can deliver cargos to both tumor and immune cells, playing a crucial role in biomedicine. Traditional approaches rely on experimental screening and expert knowledge, which can be costly and time-consuming. Recent methods based on language models have accelerated this pr...
Xuanming Zhang · Shwan Ashrafi · Aziza Mirsaidova · Amir H. Rezaeian · Miguel Ballesteros · Lydia B. Chilton · Zhou Yu · Dan Roth
We study the reasoning behavior of large language models (LLMs) under limited computation budgets. In such settings, producing useful partial solutions quickly is often more practical than exhaustive reasoning, which incurs high inference costs. Many real-world tasks, such as trip planning, requi...