DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data

Jiaqi Yang, Enming Liang, Zicheng Su, Zhichao Zou, Peng Zhen, Jiecheng Guo, Wanjing Ma, Kun An

AAAI 2025 pp. 26868-26876

doi:10.1609/AAAI.V39I25.34891 /aaai/2025/yang2025aaai-dff/

Cite

Text

Yang et al. "DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data." AAAI Conference on Artificial Intelligence, 2025. doi:10.1609/AAAI.V39I25.34891

Markdown

[Yang et al. "DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data." AAAI Conference on Artificial Intelligence, 2025.](https://mlanthology.org/aaai/2025/yang2025aaai-dff/) doi:10.1609/AAAI.V39I25.34891

BibTeX

@inproceedings{yang2025aaai-dff,
  title     = {{DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data}},
  author    = {Yang, Jiaqi and Liang, Enming and Su, Zicheng and Zou, Zhichao and Zhen, Peng and Guo, Jiecheng and Ma, Wanjing and An, Kun},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year      = {2025},
  pages     = {26868-26876},
  doi       = {10.1609/AAAI.V39I25.34891},
  url       = {https://mlanthology.org/aaai/2025/yang2025aaai-dff/}
}