8 citations · 11 across the 4 of their papers we have counts for
4 papers
LLA: Enhancing Security and Privacy for Generative Models with Logic-Locked Accelerators
You Li, Guannan Zhao, Yuhao Ju +3
We introduce LLA, an effective intellectual property (IP) protection scheme for generative AI models. LLA leverages the synergy between hardware and software to defend against vari…
Certifying Global Robustness for Deep Neural Networks
You Li, Guannan Zhao, Shuyu Kong +2
A globally robust deep neural network resists perturbations on all meaningful inputs. Current robustness certification methods emphasize local robustness, struggling to scale and g…
Incentivizing Federated Learning
Shuyu Kong, You Li, Hai Zhou
Federated Learning is an emerging distributed collaborative learning paradigm used by many of applications nowadays. The effectiveness of federated learning relies on clients' coll…
KNN-enhanced Deep Learning Against Noisy Labels
Shuyu Kong, You Li, Jia Wang +2
Supervised learning on Deep Neural Networks (DNNs) is data hungry. Optimizing performance of DNN in the presence of noisy labels has become of paramount importance since collecting…