22 citations · 22 across the 2 of their papers we have counts for
3 papers
cs.LG2026
Data Schedules and Learning Rate Schedules Should Be Designed Together
Haodong Wen, Kairong Luo, Tingkai Yan +2
Mid-training (MT) is a training phase in LLM training pipelines that continues pretraining (PT) on smaller datasets of higher value. Taking the PT and MT phases as a whole, trainin…
cs.LG2025
Larger Datasets Can Be Repeated More: A Theoretical Analysis of Multi-Epoch Scaling in Linear Regression
Tingkai Yan, Haodong Wen, Binghui Li +3
While data scaling laws of large language models (LLMs) have been widely examined in the one-pass regime with massive corpora, their form under limited data and repeated epochs rem…
cs.CR2023★ 22 cited
Federated Learning-based Vehicle Trajectory Prediction against Cyberattacks
Zhe Wang, Tingkai Yan
With the development of the Internet of Vehicles (IoV), vehicle wireless communication poses serious cybersecurity challenges. Faulty information, such as fake vehicle positions an…