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Chiyuan Zhang
Chiyuan Zhang
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Understanding deep learning (still) requires rethinking generalization
C Zhang, S Bengio, M Hardt, B Recht, O Vinyals
Communications of the ACM 64 (3), 107-115, 2021
74832021
Mxnet: A flexible and efficient machine learning library for heterogeneous distributed systems
T Chen, M Li, Y Li, M Lin, N Wang, M Wang, T Xiao, B Xu, C Zhang, ...
arXiv preprint arXiv:1512.01274, 2015
28562015
Unsupervised feature selection for multi-cluster data
D Cai, C Zhang, X He
Proceedings of the 16th ACM SIGKDD international conference on Knowledge …, 2010
13592010
Transfusion: Understanding transfer learning for medical imaging
M Raghu, C Zhang, J Kleinberg, S Bengio
Advances in Neural Information Processing Systems, 2019
13582019
Do vision transformers see like convolutional neural networks?
M Raghu, T Unterthiner, S Kornblith, C Zhang, A Dosovitskiy
Advances in neural information processing systems 34, 12116-12128, 2021
10612021
Training deep nets with sublinear memory cost
T Chen, B Xu, C Zhang, C Guestrin
arXiv preprint arXiv:1604.06174, 2016
10382016
Learning with a Wasserstein loss
C Frogner, C Zhang, H Mobahi, M Araya, TA Poggio
Advances in neural information processing systems 28, 2015
7072015
Machine theory of mind
N Rabinowitz, F Perbet, F Song, C Zhang, SMA Eslami, M Botvinick
International conference on machine learning, 4218-4227, 2018
6412018
Quantifying memorization across neural language models
N Carlini, D Ippolito, M Jagielski, K Lee, F Tramer, C Zhang
arXiv preprint arXiv:2202.07646, 2022
5962022
What is being transferred in transfer learning?
B Neyshabur, H Sedghi, C Zhang
Advances in Neural Information Processing Systems, 2020
5172020
Deduplicating training data makes language models better
K Lee, D Ippolito, A Nystrom, C Zhang, D Eck, C Callison-Burch, N Carlini
arXiv preprint arXiv:2107.06499, 2021
5102021
A study on overfitting in deep reinforcement learning
C Zhang, O Vinyals, R Munos, S Bengio
arXiv preprint arXiv:1804.06893, 2018
4882018
What neural networks memorize and why: Discovering the long tail via influence estimation
V Feldman, C Zhang
Advances in Neural Information Processing Systems, Spotlight, 2020
4282020
Automated fault detection without seismic processing
M Araya-Polo, T Dahlke, C Frogner, C Zhang, T Poggio, D Hohl
The Leading Edge 36 (3), 208-214, 2017
2972017
Are all layers created equal?
C Zhang, S Bengio, Y Singer
Journal of Machine Learning Research 23 (67), 1-28, 2022
1802022
Deep learning with label differential privacy
B Ghazi, N Golowich, R Kumar, P Manurangsi, C Zhang
Advances in neural information processing systems 34, 27131-27145, 2021
1562021
Counterfactual memorization in neural language models
C Zhang, D Ippolito, K Lee, M Jagielski, F Tramèr, N Carlini
Advances in Neural Information Processing Systems 36, 39321-39362, 2023
1302023
Preventing verbatim memorization in language models gives a false sense of privacy
D Ippolito, F Tramèr, M Nasr, C Zhang, M Jagielski, K Lee, ...
arXiv preprint arXiv:2210.17546, 2022
1242022
Theory of deep learning IIb: Optimization properties of SGD
C Zhang, Q Liao, A Rakhlin, B Miranda, N Golowich, T Poggio
arXiv preprint arXiv:1801.02254, 2018
120*2018
Identity crisis: Memorization and generalization under extreme overparameterization
C Zhang, S Bengio, M Hardt, MC Mozer, Y Singer
The International Conference on Learning Representations, 2020
1122020
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