Xin Lu

A Blockchain-based Trading Matching Scheme in Energy Internet

2020

With the advent of the Industry 4.0 era, the energy industry system revolution will also face new challenges. Against the backdrop of the global energy crisis, renewable energy has received great attention from countries around …

Neighbor Regularized Bayesian Optimization for Hyperparameter Optimization

2022 · arXiv (Cornell University)

Bayesian Optimization (BO) is a common solution to search optimal hyperparameters based on sample observations of a machine learning model. Existing BO algorithms could converge slowly even collapse when the potential observation noise misdirects the …

F-DRL: Federated Dynamics Representation Learning for Robust Multi-Task Reinforcement Learning

2026 · Information

Reinforcement learning for robotic manipulation is often limited by poor sample efficiency and unstable training dynamics, challenges that are further amplified in federated settings due to data privacy constraints and task heterogeneity. To address these …