Automatic Data Augmentation via Invariance-Constrained Learning

Automatic Data Augmentation via Invariance-Constrained Learning

29 September 2022

Luiz F. O. Chamon

Alejandro Ribeiro

Papers citing "Automatic Data Augmentation via Invariance-Constrained Learning"

10 / 10 papers shown

Title
Learning Tree-Structured Composition of Data Augmentation Dongyue Li Kailai Chen P. Radivojac Hongyang R. Zhang 44 1 0 26 Aug 2024
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers Haoyang Liu Aditya Singh Yijiang Li Haohan Wang AAML ViT 31 1 0 15 Mar 2024
Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification Puru Vaish Shunxin Wang N. Strisciuglio 32 9 0 04 Mar 2024
Balancing Act: Constraining Disparate Impact in Sparse Models Meraj Hashemizadeh Juan Ramirez Rohan Sukumaran G. Farnadi Simon Lacoste-Julien Jose Gallego-Posada 33 5 0 31 Oct 2023
Data Optimization in Deep Learning: A Survey Ou Wu Rujing Yao 32 1 0 25 Oct 2023
Resilient Constrained Learning Ignacio Hounie Alejandro Ribeiro Luiz F. O. Chamon 21 9 0 04 Jun 2023
A Lagrangian Duality Approach to Active Learning Juan Elenter Navid Naderializadeh Alejandro Ribeiro 22 21 0 08 Feb 2022
Adversarial Robustness with Semi-Infinite Constrained Learning Alexander Robey Luiz F. O. Chamon George J. Pappas Hamed Hassani Alejandro Ribeiro AAML OOD 113 42 0 29 Oct 2021
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,194 0 01 Sep 2014
MCMC using Hamiltonian dynamics Radford M. Neal 185 3,262 0 09 Jun 2012