184 citations
- University of Electronic Science and Technology of ChinaCN8 papers
- Chinese Academy of SciencesCN7 papers
- National Astronomical ObservatoriesCN7 papers
- University of Chinese Academy of SciencesCN6 papers
- University of Science and Technology of ChinaCN6 papers
- Beihang UniversityCN4 papers
- Fermi National Accelerator LaboratoryUS4 papers
- Hangzhou Dianzi UniversityCN4 papers
- University of Wisconsin–MadisonUS4 papers
- Carnegie Mellon UniversityUS3 papers
- Centre National de la Recherche ScientifiqueFR3 papers
- Université Paris-SaclayFR3 papers
Showing cs.LGShow all
3 papers · 1 filter
cs.LG2026
Holistic Data Scheduler for LLM Pre-training via Multi-Objective Reinforcement Learning
Chenhao Dang, Jing Ma, Mingjie Liao
The composition of training data, governed by the diversity of sources and their mixing strategy, is a cornerstone of Large Language Model (LLM) pre-training. Online Data Mixing (O…
cs.LG2023★ 3 cited
A Unified Perspective for Loss-Oriented Imbalanced Learning via Localization
Zitai Wang, Qianqian Xu, Zhiyong Yang +4
Due to the inherent imbalance in real-world datasets, naïve Empirical Risk Minimization (ERM) tends to bias the learning process towards the majority classes, hindering generalizat…
cs.LG2019★ 184 cited
Large-Scale Traffic Signal Control Using a Novel Multi-Agent Reinforcement Learning
Xiaoqiang Wang, Liangjun Ke, Zhimin Qiao +1
Finding the optimal signal timing strategy is a difficult task for the problem of large-scale traffic signal control (TSC). Multi-Agent Reinforcement Learning (MARL) is a promising…