Search Results for author: Xin Zou

Found 3 papers, 0 papers with code

MarsQE: Semantic-Informed Quality Enhancement for Compressed Martian Image

no code implementations15 Apr 2024 Chengfeng Liu, Mai Xu, Qunliang Xing, Xin Zou

Lossy image compression is essential for Mars exploration missions, due to the limited bandwidth between Earth and Mars.

Image Compression

Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data

no code implementations29 Mar 2024 Xin Zou, Weiwei Liu

In this paper, we study the confidence set prediction problem in the OOD generalization setting.

Conformal Prediction

Generalization Bounds for Adversarial Contrastive Learning

no code implementations21 Feb 2023 Xin Zou, Weiwei Liu

Deep networks are well-known to be fragile to adversarial attacks, and adversarial training is one of the most popular methods used to train a robust model.

Contrastive Learning Generalization Bounds

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