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cs.LG2025
Aligning Compound AI Systems via System-level DPO
Xiangwen Wang, Yibo Jacky Zhang, Zhoujie Ding +3
Compound AI systems, comprising multiple interacting components such as LLMs, foundation models, and external tools, have demonstrated remarkable improvements compared to single mo…
cs.LG2024★ 1 cited
On Fairness of Low-Rank Adaptation of Large Models
Zhoujie Ding, Ken Ziyu Liu, Pura Peetathawatchai +2
Low-rank adaptation of large models, particularly LoRA, has gained traction due to its computational efficiency. This efficiency, contrasted with the prohibitive costs of full-mode…