2 papers
cs.LG2026
Offline Reinforcement Learning for Fluid Controls: Data-based Multi-observational Policy Extraction
Deepak Akhare, Luning Sun, Xin-Yang Liu +4
Active flow control is a fundamental application in engineering. Recent advances in deep reinforcement learning have made progress in this field. However, the classical online RL a…
cs.LG2025
Self-supervised and Multi-fidelity Learning for Extended Predictive Soil Spectroscopy
Luning Sun, José L. Safanelli, Jonathan Sanderman +6
We propose a self-supervised machine learning (SSML) framework for multi-fidelity learning and extended predictive soil spectroscopy based on latent space embeddings. A self-superv…