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Dake Chen

2 accepted papers

2024

Mitigate Replication and Copying in Diffusion Models with Generalized Caption and Dual Fusion Enhancement

ICASSP 2024accepted

While diffusion models demonstrate a remarkable capability for generating high-quality images, their tendency to ‘replicate’ training data raises privacy concerns. Although recent research suggests that this replication may stem from the insufficient generalization of training data captions and dupl…

Cited by 0SourceScholar
2023

SAL-ViT: Towards Latency Efficient Private Inference on ViT using Selective Attention Search with a Learnable Softmax Approximation

ICCV 2023poster

Recently, private inference (PI) has addressed the rising concern over data and model privacy in machine learning inference as a service. However, existing PI frameworks suffer from high computational and communication overheads due to the expensive multi-party computation (MPC) protocols, particula…

Cited by 27PDFScholar