2 papers
cs.LG2026
DataMaster: Data-Centric Autonomous AI Research
Yaxin Du, Xiyuan Yang, Zhifan Zhou +12
As model families, training recipes, and compute budgets become increasingly standardized, further gains in machine learning systems depend increasingly on data. Yet data engineeri…
cs.LG2025
Learnware of Language Models: Specialized Small Language Models Can Do Big
Zhi-Hao Tan, Zi-Chen Zhao, Hao-Yu Shi +4
The learnware paradigm offers a novel approach to machine learning by enabling users to reuse a set of well-trained models for tasks beyond the models' original purposes. It elimin…