DART: Diversify-Aggregate-Repeat Training Improves Generalization of Neural Networks

28 February 2023

Papers citing "DART: Diversify-Aggregate-Repeat Training Improves Generalization of Neural Networks"

24 / 24 papers shown

Title
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans Jun Li Y. Zhang Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 19 0 0 03 May 2025
Rethinking Spiking Neural Networks from an Ensemble Learning Perspective Yongqi Ding Lin Zuo Mengmeng Jing Pei He Hanpu Deng 42 1 0 20 Feb 2025
QT-DoG: Quantization-aware Training for Domain Generalization Saqib Javed Hieu Le Mathieu Salzmann OOD MQ 18 1 0 08 Oct 2024
WARP: On the Benefits of Weight Averaged Rewarded Policies Alexandre Ramé Johan Ferret Nino Vieillard Robert Dadashi Léonard Hussenot Pierre-Louis Cedoz Pier Giuseppe Sessa Sertan Girgin Arthur Douillard Olivier Bachem 47 13 0 24 Jun 2024
Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learning Jacob Mitchell Springer Vaishnavh Nagarajan Aditi Raghunathan 31 2 0 30 May 2024
IMWA: Iterative Model Weight Averaging Benefits Class-Imbalanced Learning Tasks Zitong Huang Ze Chen Bowen Dong Chaoqi Liang Erjin Zhou Wangmeng Zuo MoMe CLL 34 3 0 25 Apr 2024
Data Augmentation for Traffic Classification Chao Wang A. Finamore Pietro Michiardi Massimo Gallo Dario Rossi 26 6 0 19 Jan 2024
Merging Vision Transformers from Different Tasks and Domains Peng Ye Chenyu Huang Mingzhu Shen Tao Chen Yongqi Huang Yuning Zhang Wanli Ouyang MoMe 10 5 0 25 Dec 2023
A2XP: Towards Private Domain Generalization Geunhyeok Yu Hyoseok Hwang 11 0 0 17 Nov 2023
MIST: Defending Against Membership Inference Attacks Through Membership-Invariant Subspace Training Jiacheng Li Ninghui Li Bruno Ribeiro 22 2 0 02 Nov 2023
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification Sravanti Addepalli Ashish Ramayee Asokan Lakshay Sharma R. V. Babu VLM 11 15 0 12 Oct 2023
Lookaround Optimizer: $k$ steps around, 1 step average Jiangtao Zhang Shunyu Liu Jie Song Tongtian Zhu Zhenxing Xu Mingli Song MoMe 19 6 0 13 Jun 2023
PopulAtion Parameter Averaging (PAPA) Alexia Jolicoeur-Martineau Emy Gervais Kilian Fatras Yan Zhang Simon Lacoste-Julien MoMe 38 17 0 06 Apr 2023
Domain-Generalizable Multiple-Domain Clustering Amit Rozner Barak Battash Lior Wolf Ofir Lindenbaum SSL OOD 19 7 0 31 Jan 2023
Efficient and Effective Augmentation Strategy for Adversarial Training Sravanti Addepalli Samyak Jain R. Venkatesh Babu AAML 51 57 0 27 Oct 2022
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 213 338 0 17 Feb 2021
Optimizing Mode Connectivity via Neuron Alignment N. Joseph Tatro Pin-Yu Chen Payel Das Igor Melnyk P. Sattigeri Rongjie Lai MoMe 223 58 0 05 Sep 2020
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 35 189 0 25 Jul 2020
Towards Recognizing Unseen Categories in Unseen Domains Massimiliano Mancini Zeynep Akata Elisa Ricci Barbara Caputo VLM 51 100 0 23 Jul 2020
Out-of-Distribution Generalization via Risk Extrapolation (REx) David M. Krueger Ethan Caballero J. Jacobsen Amy Zhang Jonathan Binas Dinghuai Zhang Rémi Le Priol Aaron Courville OOD 215 888 0 02 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 273 2,696 0 15 Sep 2016
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 149 9,300 0 28 May 2015
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 279 39,083 0 01 Sep 2014