Linjun Zhang
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How does mixup help with robustness and generalization?
L Zhang, Z Deng, K Kawaguchi, A Ghorbani, J Zou
arXiv preprint arXiv:2010.04819, 2020
The cost of privacy: Optimal rates of convergence for parameter estimation with differential privacy
TT Cai, Y Wang, L Zhang
The Annals of Statistics 49 (5), 2825-2850, 2021
Improving out-of-distribution robustness via selective augmentation
H Yao, Y Wang, S Li, L Zhang, W Liang, J Zou, C Finn
International Conference on Machine Learning, 25407-25437, 2022
Improving generalization in meta-learning via task augmentation
H Yao, LK Huang, L Zhang, Y Wei, L Tian, J Zou, J Huang
International conference on machine learning, 11887-11897, 2021
CHIME: Clustering of high-dimensional Gaussian mixtures with EM algorithm and its optimality
TT Cai, J Ma, L Zhang
Analyzing and mitigating object hallucination in large vision-language models
Y Zhou, C Cui, J Yoon, L Zhang, Z Deng, C Finn, M Bansal, H Yao
arXiv preprint arXiv:2310.00754, 2023
High dimensional linear discriminant analysis: optimality, adaptive algorithm and missing data
T Tony Cai, L Zhang
Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2019
When and how mixup improves calibration
L Zhang, Z Deng, K Kawaguchi, J Zou
International Conference on Machine Learning, 26135-26160, 2022
Meta-learning with fewer tasks through task interpolation
H Yao, L Zhang, C Finn
arXiv preprint arXiv:2106.02695, 2021
Adversarial training helps transfer learning via better representations
Z Deng, L Zhang, K Vodrahalli, K Kawaguchi, JY Zou
Advances in Neural Information Processing Systems 34, 25179-25191, 2021
C-mixup: Improving generalization in regression
H Yao, Y Wang, L Zhang, JY Zou, C Finn
Advances in neural information processing systems 35, 3361-3376, 2022
Holistic analysis of hallucination in gpt-4v (ision): Bias and interference challenges
C Cui, Y Zhou, X Yang, S Wu, L Zhang, J Zou, H Yao
arXiv preprint arXiv:2311.03287, 2023
Exactly scale-free scale-free networks
L Zhang, M Small, K Judd
Physica A: Statistical Mechanics and its Applications 433, 182-197, 2015
Discover and cure: Concept-aware mitigation of spurious correlation
S Wu, M Yuksekgonul, L Zhang, J Zou
International Conference on Machine Learning, 37765-37786, 2023
Estimation and inference for high-dimensional generalized linear models with knowledge transfer
S Li, L Zhang, TT Cai, H Li
Journal of the American Statistical Association 119 (546), 1274-1285, 2024
The power of contrast for feature learning: A theoretical analysis
W Ji, Z Deng, R Nakada, J Zou, L Zhang
Journal of Machine Learning Research 24 (330), 1-78, 2023
High-dimensional Gaussian copula regression: Adaptive estimation and statistical inference
TT Cai, L Zhang
Statistica Sinica, 963-993, 2018
Improving adversarial robustness via unlabeled out-of-domain data
Z Deng, L Zhang, A Ghorbani, J Zou
International Conference on Artificial Intelligence and Statistics, 2845-2853, 2021
A convex optimization approach to high-dimensional sparse quadratic discriminant analysis
TT Cai, L Zhang
The Annals of Statistics 49 (3), 1537-1568, 2021
What should data science education do with large language models
X Tu, J Zou, WJ Su, L Zhang
arXiv preprint arXiv:2307.02792 3, 2023
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