PinnedYuwei SunMeta Learning in Decentralized Neural Networks: Towards More General AIDeep learning is constantly changing our world, both in industry and scientific discovery. One of the questions I’ve been asking, is the…Mar 27, 2023Mar 27, 2023
Yuwei SunInstance-Level Trojan Attacks on Visual Question AnsweringTrojan attacks on multi-modal models leverage combinations of Trojans to mount sophisticated attacks. As an example, in visual question…May 21May 21
Yuwei SunAssociative TransformerEmerging from the pairwise attention in conventional Transformers, there is a growing interest in sparse attention mechanisms that align…Jan 271Jan 271
Yuwei SunInformation Stealing in Non-IID Federated Learning Based on GANsThe generative adversarial networks (GANs) involve both a generator network and a discriminator network.May 11, 2023May 11, 2023
Yuwei SunNetwork Flows-Based Malware Detection Using Crawling and Deep LearningThe COVID-19 pandemic has expedited the process of digitalization in various aspects of society, resulting in an increasing number of…Apr 23, 2023Apr 23, 2023
Yuwei SunNeural Network Approaches to the Binding ProblemContemporary neural networks still fall short of human-level generalization, showing an inability to dynamically and flexibly bind…Apr 4, 2023Apr 4, 2023
Yuwei SuninBlock MagnatesBlockchain-Based Federated Learning Against End-Point Adversarial Data CorruptionFederated learning has been used to collaboratively train a global model of machine learning, with distributed datasets, protecting users’…Mar 28, 2023Mar 28, 2023
Yuwei SunHomogeneous Learning: Self-Attention Decentralized Deep LearningDecentralized Deep Learning allows peer-to-peer sharing of trained models among distributed nodes, without the central server. One of the…Mar 27, 2023Mar 27, 2023
Yuwei SunBidirectional Contrastive Split Learning for Visual Question AnsweringAccepted for AAAI 2024Mar 27, 2023Mar 27, 2023
Yuwei SuninSystem WeaknessSegmented Federated Learning: Adaptive Intrusion Detection in Large-Scale LANsIn recent years, the growing popularity of internet-connected devices and dependence on computer networks has heightened the importance of…Mar 27, 2023Mar 27, 2023