3 papers
cs.LG2026
Performance Monitoring of Proton Exchange Membrane Water Electrolyzer by Transformers-Based Machine Learning Model
Bingqing Chen, Ivan Batalov, Qiu Chen +2
Green hydrogen plays an essential role in decarbonization, with capacity projected to scale to 560 GW by 2030 (vs. 1.39 GW in 2023) in net-zero settings. Proton exchange membrane (…
cs.AI2026
Reconciling Contradictory Views on the Effectiveness of SFT in LLMs: An Interaction Perspective
Junpeng Zhang, Lei Cheng, Guoxi Zhang +3
This paper explores a scientific question in supervised fine-tuning (SFT): why SFT is broadly effective for small-scale deep neural networks, yet can produce inconsistent or even d…
cs.LG2024
Self-Distillation Improves DNA Sequence Inference
Tong Yu, Lei Cheng, Ruslan Khalitov +2
Self-supervised pretraining (SSP) has been recognized as a method to enhance prediction accuracy in various downstream tasks. However, its efficacy for DNA sequences remains somewh…