3 papers
cs.AI2026
Efficient Geothermal Well-Control Optimization via Diffusion-Surrogate Reinforcement Learning
Ruimin Dai, Guodong Chen, Randy Harsuko +2
Real-time decision-making for enhanced geothermal systems (EGS) is challenging because long-term production periods involve high-dimensional control spaces and a large number of ti…
cs.LG2026
DualOPSD: Adaptive Privileged Teachers for On-Policy Self-Distillation
Yutong Chen, Guangfu Guo, Zhichao Xu +1
On-policy self-distillation (OPSD) uses a privileged copy of the student model to provide dense supervision without an external teacher. OPSD keeps this privileged teacher fixed, e…
cs.CL2026
DeltaFlow: Noise-Adaptive Bidirectional Gated Delta Networks for Embedded Language Flows
Guangfu Guo, Xiaoqian Lu, Linsey Pang +4
Embedded Language Flows (ELF) rely primarily on full non-causal attention for iterative denoising, repeatedly incurring quadratic sequence-mixing cost at each sampling step. Gated…