2 papers
cs.LG2025
DAG-AFL:Directed Acyclic Graph-based Asynchronous Federated Learning
Shuaipeng Zhang, Lanju Kong, Yixin Zhang +4
Due to the distributed nature of federated learning (FL), the vulnerability of the global model and the need for coordination among many client devices pose significant challenges.…
cs.CL2025
Efficient Shapley Value-based Non-Uniform Pruning of Large Language Models
Chuan Sun, Han Yu, Lizhen Cui +1
Pruning large language models (LLMs) is a promising solution for reducing model sizes and computational complexity while preserving performance. Traditional layer-wise pruning meth…