65 citations · 66 across the 3 of their papers we have counts for
3 papers
cs.AI2022
Learning and Compositionality: a Unification Attempt via Connectionist Probabilistic Programming
Ximing Qiao, Hai Li
We consider learning and compositionality as the key mechanisms towards simulating human-like intelligence. While each mechanism is successfully achieved by neural networks and sym…
cs.CR2021★ 1 cited
On Provable Backdoor Defense in Collaborative Learning
Ximing Qiao, Yuhua Bai, Siping Hu +3
As collaborative learning allows joint training of a model using multiple sources of data, the security problem has been a central concern. Malicious users can upload poisoned data…
cs.LG2019★ 65 cited
Defending Neural Backdoors via Generative Distribution Modeling
Ximing Qiao, Yukun Yang, Hai Li
Neural backdoor attack is emerging as a severe security threat to deep learning, while the capability of existing defense methods is limited, especially for complex backdoor trigge…