ORAgentBench: Can LLM Agents Solve Challenging Operations Research Tasks End to End?

Guanyu Nie

Jiajun Li Mingshu Cai Yixuan Li Yu Ding Ran Hou Guanyu Nie Xiongwei Han Wanyuan Wang ORAgentBench: Can LLM Agents Solve Challenging Operations Research Tasks End to End? 2026 June abs/2606.19787 CoRR https://doi.org/10.48550/arXiv.2606.19787 db/journals/corr/corr2606.html#abs-2606-19787 streams/journals/corr

Qiqiang Lin Muning Wen Qiuying Peng Guanyu Nie Junwei Liao Jun Wang 0012 Xiaoyun Mo Jiamu Zhou Cheng Cheng Yin Zhao Jun Wang 0012 Weinan Zhang 0001 Robust Function-Calling for On-Device Language Model via Function Masking. 2025 ICLR https://openreview.net/forum?id=yVQcr4qjD6 conf/iclr/2025 db/conf/iclr/iclr2025.html#LinWPNLWMZCZW025 Guanyu Nie Vaneet Aggarwal Christopher John Quinn Stochastic <i>k</i>-Submodular Bandits with Full Bandit Feedback. 2696-2698 2025 AAMAS https://dl.acm.org/doi/10.5555/3709347.3743982 conf/ifaamas/2025 db/conf/ifaamas/aamas2025.html#NieAQ25 Guanyu Nie Vaneet Aggarwal Christopher J. Quinn Gradient Methods for Online DR-Submodular Maximization with Stochastic Long-Term Constraints. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/249b8d8f41970822651435629e68a6e1-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#NieAQ24

Qiqiang Lin Muning Wen Qiuying Peng Guanyu Nie Junwei Liao Jun Wang 0152 Xiaoyun Mo Jiamu Zhou Cheng Cheng Yin Zhao Jun Wang 0020 Weinan Zhang 0001 Hammer: Robust Function-Calling for On-Device Language Models via Function Masking. 2024 abs/2410.04587 CoRR https://doi.org/10.48550/arXiv.2410.04587 db/journals/corr/corr2410.html#abs-2410-04587 streams/journals/corr

Guanyu Nie Vaneet Aggarwal Christopher John Quinn Stochastic <i>k</i>-Submodular Bandits with Full Bandit Feedback. 2024 abs/2412.10682 CoRR https://doi.org/10.48550/arXiv.2412.10682 db/journals/corr/corr2412.html#abs-2412-10682 streams/journals/corr

Guanyu Nie Yididiya Y. Nadew Yanhui Zhu Vaneet Aggarwal Christopher John Quinn A Framework for Adapting Offline Algorithms to Solve Combinatorial Multi-Armed Bandit Problems with Bandit Feedback. 26166-26198 2023 ICML https://proceedings.mlr.press/v202/nie23b.html conf/icml/2023 db/conf/icml/icml2023.html#NieNZAQ23 Guanyu Nie Yanhui Zhu Yididiya Y. Nadew Samik Basu 0001 A. Pavan 0001 Christopher John Quinn Size-constrained k-submodular maximization in near-linear time. 1545-1554 2023 UAI https://proceedings.mlr.press/v216/nie23a.html conf/uai/2023 db/conf/uai/uai2023.html#NieZNBPQ23

Guanyu Nie Yididiya Y. Nadew Yanhui Zhu Vaneet Aggarwal Christopher John Quinn A Framework for Adapting Offline Algorithms to Solve Combinatorial Multi-Armed Bandit Problems with Bandit Feedback. 2023 abs/2301.13326 CoRR https://doi.org/10.48550/arXiv.2301.13326 db/journals/corr/corr2301.html#abs-2301-13326

Guanyu Nie Mridul Agarwal Abhishek Kumar Umrawal Vaneet Aggarwal Christopher John Quinn An explore-then-commit algorithm for submodular maximization under full-bandit feedback. 1541-1551 2022 UAI https://proceedings.mlr.press/v180/nie22a.html conf/uai/2022 db/conf/uai/uai2022.html#NieAUAQ22 Mridul Agarwal Vaneet Aggarwal Samik Basu 0001 Mingshu Cai Cheng Cheng Yu Ding Xiongwei Han Ran Hou Jiajun Li Yixuan Li Junwei Liao Qiqiang Lin Xiaoyun Mo Yididiya Y. Nadew Aduri PavanA. Pavan 0001 Qiuying Peng Christopher J. QuinnChristopher John Quinn Abhishek K. UmrawalAbhishek Kumar Umrawal Jun Wang 0012 Jun Wang 0020 Jun Wang 0152 Wanyuan Wang Muning Wen Weinan Zhang 0001 Yin Zhao Jiamu Zhou Yanhui Zhu