Scalable Fine-tuning from Multiple Data Sources: A First-Order Approximation Approach. - Dongyue Li; Ziniu Zhang; Lu Wang 008; Hongyang Zhang 005 (EMNLP (Findings), 2024)

Scalable Fine-tuning from Multiple Data Sources:A First-Order Approximation Approach. - Dongyue Li; Ziniu Zhang; Lu Wang 008; Hongyang R. Zhang (CoRR, 2024)

Efficient Ensemble for Fine-tuning Language Models on Multiple Datasets. - Dongyue Li; Ziniu Zhang; Lu Wang 008; Hongyang R. Zhang (ACL (1), 2025)

MMInA: Benchmarking Multihop Multimodal Internet Agents. - Shulin Tian; Ziniu Zhang; Liangyu Chen 005; Ziwei Liu 002 (ACL (Findings), 2025)

Linear-Time Demonstration Selection for In-Context Learning via Gradient Estimation. - Ziniu Zhang; Zhenshuo Zhang; Dongyue Li; Lu Wang 008; Jennifer Dy; Hongyang R. Zhang (CoRR, 2025)