Empowering LLM Agents with Zero-Shot Optimal Decision-Making through Q-learning

Jiajun Chai, Sicheng Li, Yuqian Fu, Dongbin Zhao, Yuanheng Zhu
2/12/2026

No confident code implementation found for this paper. 3 possible matches can be shown below.

Semantic Scholar

Code Implementations

No confident code match yet

We couldn't find an author-owned or strongly-evidenced community implementation for this paper. 3 weaker matches are hidden by default — verify before relying on them.

No code implementations found yet.

Know of an implementation? Let us know in the comments below!

Cite this paper

@article{chai2026empowering,
  title  = {Empowering LLM Agents with Zero-Shot Optimal Decision-Making through Q-learning},
  author = {Jiajun Chai and Sicheng Li and Yuqian Fu and Dongbin Zhao and Yuanheng Zhu},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:97f41e5a99f48f1278732b0d6155bd33d88be4cb},
  journal = {ICLR 2025 2025}
}

Discussion