2 papers
cs.NI2026
RepLLM: Toward Automatically Reproducing Network Research Results
Yining Jiang, Yunxin Xu, Wenyun Xu +14
Result reproduction of computer networking research is challenging as the scarcity of open-source implementations and the complexity of heterogeneous system architectures. Even tho…
cs.LG2026
AGZO: Activation-Guided Zeroth-Order Optimization for LLM Fine-Tuning
Wei Lin, Yining Jiang, Qingyu Song +2
Zeroth-Order (ZO) optimization has emerged as a promising solution for fine-tuning LLMs under strict memory constraints, as it avoids the prohibitive memory cost of storing activat…