Bill Lin

FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks

Bill Lin, Chaoyang He, Zihang Ze et al. · Findings of the Association for Computational Linguistics: NAACL 2022 · 2022 · 101 citations · Full text

Engineering, Machine Learning, Naacl 2022 +21

LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion

Dongfu Jiang, Xiang Ren, Bill Lin · 2023 · 85 citations · Full text

Llm Fine-tuning, Engineering, Machine Learning +17

Personalized Federated Learning by Structured and Unstructured Pruning under Data Heterogeneity

Saeed Vahidian, Mahdi Morafah, Bill Lin · 2021 · 77 citations

Artificial Intelligence, Cluster Computing, Engineering +20

Efficient Distribution Similarity Identification in Clustered Federated Learning via Principal Angles between Client Data Subspaces

Saeed Vahidian, Mahdi Morafah, Weijia Wang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2023 · 72 citations · Full text

Cluster Computing, Engineering, Machine Learning +20

FLIS: Clustered Federated Learning Via Inference Similarity for Non-IID Data Distribution

Mahdi Morafah, Saeed Vahidian, Weijia Wang et al. · IEEE Open Journal of the Computer Society · 2023 · 69 citations · Full text

Artificial Intelligence, Cluster Computing, Engineering +18