5 citations · 8 across the 4 of their papers we have counts for
4 papers
Efficient Diffusion Training via Min-SNR Weighting Strategy
Tiankai Hang, Shuyang Gu, Chen Li +5
Denoising diffusion models have been a mainstream approach for image generation, however, training these models often suffers from slow convergence. In this paper, we discovered th…
A Transistor Operations Model for Deep Learning Energy Consumption Scaling Law
Chen Li, Antonios Tsourdos, Weisi Guo
Deep Learning (DL) has transformed the automation of a wide range of industries and finds increasing ubiquity in society. The high complexity of DL models and its widespread adopti…
Scarce Data Driven Deep Learning of Drones via Generalized Data Distribution Space
Chen Li, Schyler C. Sun, Zhuangkun Wei +2
Increased drone proliferation in civilian and professional settings has created new threat vectors for airports and national infrastructures. The economic damage for a single major…
Scalable Partial Explainability in Neural Networks via Flexible Activation Functions
Schyler C. Sun, Chen Li, Zhuangkun Wei +2
Achieving transparency in black-box deep learning algorithms is still an open challenge. High dimensional features and decisions given by deep neural networks (NN) require new algo…