TY  - UNPB
ID  - dl3-b-mixup-vicinal-risk-1
TI  - mixup: Beyond Empirical Risk Minimization
AU  - Hongyi Zhang
AU  - Moustapha Cisse
AU  - Yann N. Dauphin
AU  - David Lopez-Paz
PY  - 2017
T2  - arXiv preprint
UR  - https://arxiv.org/abs/1710.09412
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  - 

TY  - CONF
ID  - dl3-b-mixup-vicinal-risk-2
TI  - Manifold Mixup: Better Representations by Interpolating Hidden States
AU  - Vikas Verma
AU  - Alex Lamb
AU  - Christopher Beckham
AU  - Amir Najafi
AU  - Ioannis Mitliagkas
AU  - David Lopez-Paz
AU  - Yoshua Bengio
PY  - 2019
T2  - Proceedings of the 36th International Conference on Machine Learning
UR  - https://proceedings.mlr.press/v97/verma19a.html
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
VL  - 97
SP  - 6438
EP  - 6447
ER  - 

TY  - UNPB
ID  - dl3-b-mixup-vicinal-risk-3
TI  - CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features
AU  - Sangdoo Yun
AU  - Dongyoon Han
AU  - Seong Joon Oh
AU  - Sanghyuk Chun
AU  - Junsuk Choe
AU  - Youngjoon Yoo
PY  - 2019
T2  - arXiv preprint
UR  - https://arxiv.org/abs/1905.04899
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  - 

TY  - UNPB
ID  - dl3-b-mixup-vicinal-risk-4
TI  - How Does Mixup Help With Robustness and Generalization?
AU  - Linjun Zhang
AU  - Zhun Deng
AU  - Kenji Kawaguchi
AU  - Amirata Ghorbani
AU  - James Zou
PY  - 2020
T2  - arXiv preprint
UR  - https://arxiv.org/abs/2010.04819
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
ER  - 

TY  - CONF
ID  - dl3-b-mixup-vicinal-risk-5
TI  - When and How Mixup Improves Calibration
AU  - Linjun Zhang
AU  - Zhun Deng
AU  - Kenji Kawaguchi
AU  - James Zou
PY  - 2022
T2  - Proceedings of the 39th International Conference on Machine Learning
UR  - https://proceedings.mlr.press/v162/zhang22f.html
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
VL  - 162
SP  - 26135
EP  - 26160
ER  - 

TY  - CONF
ID  - dl3-b-mixup-vicinal-risk-6
TI  - The Benefits of Mixup for Feature Learning
AU  - Difan Zou
AU  - Yuan Cao
AU  - Yuanzhi Li
AU  - Quanquan Gu
PY  - 2023
T2  - Proceedings of the 40th International Conference on Machine Learning
UR  - https://proceedings.mlr.press/v202/zou23a.html
N1  - Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.
VL  - 202
SP  - 43423
EP  - 43479
ER  -