Data-efficient Online Training for Direct Alignment in LLMs

Authors

• 1. Chi Zhang (Beijing Institute of Technology)
• 2. Jiacheng Wang (Beijing Institute of Technology)
• 3. Kun He (Renmin University of China)
• 4. Chengliang Chai (Beijing Institute of Technology)
• 5. Yunpeng Zhang (Beijing Institute of Technology)
• 6. Yuping Wang (Beijing Institute of Technology)
• 7. Xu Zhou (Hunan University)
• 8. Linan Zheng (University of Arizona)
• 9. Lijun Wu (Shanghai AI Laboratory)
• 10. Conghui He (Shanghai AI Laboratory)
• 11. Lei Cao (Massachusetts Institute of Technology)

@article{zhang_vldb26,
        title = {{Data-efficient Online Training for Direct Alignment in LLMs}},
        author = {Zhang, Chi and Wang, Jiacheng and He, Kun and Chai, Chengliang and Zhang, Yunpeng and Wang, Yuping and Zhou, Xu and Zheng, Linan and Wu, Lijun and He, Conghui and Cao, Lei},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {10},
        pages = {2741--2754},
        doi = {10.14778/3828612.3828628},
        url = {https://doi.org/10.14778/3828612.3828628},
        year = {2026}
}

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