3 papers
cs.LG2025
Non-Rival Data as Rival Products: An Encapsulation-Forging Approach for Data Synthesis
Kaidong Wang, Jiale Li, Shao-Bo Lin +1
The non-rival nature of data creates a dilemma for firms: sharing data unlocks value but risks eroding competitive advantage. Existing data synthesis methods often exacerbate this…
cs.LG2025
Balancing Interpretability and Performance in Reinforcement Learning: An Adaptive Spectral Based Linear Approach
Qianxin Yi, Shao-Bo Lin, Jun Fan +1
Reinforcement learning (RL) has been widely applied to sequential decision making, where interpretability and performance are both critical for practical adoption. Current approach…
cs.LG2025
Striking the Perfect Balance: Preserving Privacy While Boosting Utility in Collaborative Medical Prediction Platforms
Shao-Bo Lin, Xiaotong Liu, Yao Wang
Online collaborative medical prediction platforms offer convenience and real-time feedback by leveraging massive electronic health records. However, growing concerns about privacy…