ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL

Yang Qin, Chao Chen, Zhihang Fu, Ze Chen, Dezhong Peng, Peng Hu, Jieping Ye
ICLR 2025
Paper Code

BibTeX


     @inproceedings{qin2025route,
      title={ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL},
      author={Yang Qin and Chao Chen and Zhihang Fu and Ze Chen and Dezhong Peng and Peng Hu and Jieping Ye},
      booktitle={The Thirteenth International Conference on Learning Representations},
      year={2025},
      url={https://openreview.net/forum?id=BAglD6NGy0}
      }

SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL

Shuai Lyu, Haoran Luo, Zhonghong Ou, Yifan Zhu, Xiaoran Shang, Yang Qin, Meina Song
--
Paper Code

BibTeX


      @misc{lyu2025sqlo1selfrewardheuristicdynamic,
        title={SQL-o1: A Self-Reward Heuristic Dynamic Search Method for Text-to-SQL}, 
        author={Shuai Lyu and Haoran Luo and Zhonghong Ou and Yifan Zhu and Xiaoran Shang and Yang Qin and Meina Song},
        year={2025},
        eprint={2502.11741},
        archivePrefix={arXiv},
        primaryClass={cs.DB},
        url={https://arxiv.org/abs/2502.11741}, 
      }

Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification

Yang Qin, Chao Chen, Zhihang Fu, Dezhong Peng, Xi Peng, Peng Hu,
CVPR 2025
Paper Code

BibTeX


    @inproceedings{qin2025human,
      title={Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification},
      author={Qin, Yang and Chen, Chao and Fu, Zhihang and Peng, Dezhong and Peng, Xi and Hu, Peng},
      booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
      pages={14390--14399},
      year={2025}
    }

Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward

Yong Deng, Guoqing Wang, Zhenzhe Ying, Xiaofeng Wu, Jinzhen Lin, Wenwen Xiong, Yuqin Dai, Shuo Yang, Zhanwei Zhang, Qiwen Wang, Yang Qin, Yuan Wang, Quanxing Zha, Sunhao Dai, Changhua Meng,
--
Paper Code

BibTeX


    @article{deng2025atom,
      title={Atom-searcher: Enhancing agentic deep research via fine-grained atomic thought reward},
      author={Deng, Yong and Wang, Guoqing and Ying, Zhenzhe and Wu, Xiaofeng and Lin, Jinzhen and Xiong, Wenwen and Dai, Yuqin and Yang, Shuo and Zhang, Zhanwei and Wang, Qiwen and others},
      journal={arXiv preprint arXiv:2508.12800},
      year={2025}
    }