4 papers
Parameter Privacy-Preserving Data Sharing: A Particle-Belief MDP Formulation
Haokun Yu, Jingyuan Zhou, Kaidi Yang
This paper investigates parameter-privacy-preserving data sharing in continuous-state dynamical systems, where a data owner designs a data-sharing policy to support downstream esti…
Fostering Data Collaboration in Digital Transportation Marketplaces: The Role of Privacy-Preserving Mechanisms
Qiqing Wang, Haokun Yu, Kaidi Yang
Data collaboration between municipal authorities (MA) and mobility providers (MPs) has brought tremendous benefits to transportation systems in the era of big data. Engaging in col…
Scalable Synthesis and Verification of String Stable Neural Certificates for Interconnected Systems
Jingyuan Zhou, Haoze Wu, Haokun Yu +1
Ensuring string stability is critical for the safety and efficiency of large-scale interconnected systems. Although learning-based controllers (e.g., those based on reinforcement l…
Interaction-Aware Parameter Privacy-Preserving Data Sharing in Coupled Systems via Particle Filter Reinforcement Learning
Haokun Yu, Jingyuan Zhou, Kaidi Yang
This paper addresses the problem of parameter privacy-preserving data sharing in coupled systems, where a data provider shares data with a data user but wants to protect its sensit…