4 papers
Efficient Encrypted Computation in Convolutional Spiking Neural Networks with TFHE
Longfei Guo, Pengbo Li, Ting Gao +3
With the rapid advancement of AI technology, we have seen more and more concerns on data privacy, leading to some cutting-edge research on machine learning with encrypted computati…
Efficient Privacy-Preserving Convolutional Spiking Neural Networks with FHE
Pengbo Li, Huifang Huang, Ting Gao +2
With the rapid development of AI technology, we have witnessed numerous innovations and conveniences. However, along with these advancements come privacy threats and risks. Fully H…
Privacy-Preserving Discretized Spiking Neural Networks
Pengbo Li, Ting Gao, Huifang Huang +4
The rapid development of artificial intelligence has brought considerable convenience, yet also introduces significant security risks. One of the research hotspots is to balance da…
Model Based Reinforcement Learning with Non-Gaussian Environment Dynamics and its Application to Portfolio Optimization
Huifang Huang, Ting Gao, Pengbo Li +3
With the fast development of quantitative portfolio optimization in financial engineering, lots of AI-based algorithmic trading strategies have demonstrated promising results, amon…