A New PAC-Bayesian Perspective on Domain Adaptation

A New PAC-Bayesian Perspective on Domain Adaptation

15 June 2015

François Laviolette

Papers citing "A New PAC-Bayesian Perspective on Domain Adaptation"

18 / 18 papers shown

Title
CASUAL: Conditional Support Alignment for Domain Adaptation with Label Shift A. Nguyen Lam C. Tran Anh Tong Tuan-Duy H. Nguyen Toan M. Tran 40 1 0 31 Dec 2024
Semi-supervised Semantic Segmentation via Boosting Uncertainty on Unlabeled Data Daoan Zhang Yunhao Luo Jiang Zhang UQCV 17 0 0 30 Nov 2023
Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand Junfeng Guo Yiming Li Lixu Wang Shu-Tao Xia Heng-Chiao Huang Cong Liu Boheng Li 30 50 0 09 Oct 2023
Practicality of generalization guarantees for unsupervised domain adaptation with neural networks Adam Breitholtz Fredrik D. Johansson OOD 19 1 0 15 Mar 2023
PAC-Bayesian Domain Adaptation Bounds for Multiclass Learners Anthony Sicilia Katherine Atwell Malihe Alikhani Seong Jae Hwang BDL 48 9 0 12 Jul 2022
The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization Zeyi Huang Haohan Wang Dong Huang Yong Jae Lee Eric P. Xing 11 22 0 09 Apr 2022
Connecting sufficient conditions for domain adaptation: source-guided uncertainty, relaxed divergences and discrepancy localization Sofien Dhouib S. Maghsudi 26 2 0 09 Mar 2022
PAC-Bayesian Lifelong Learning For Multi-Armed Bandits H. Flynn David Reeb M. Kandemir Jan Peters 20 7 0 07 Mar 2022
Toward Learning Human-aligned Cross-domain Robust Models by Countering Misaligned Features Haohan Wang Zeyi Huang Hanlin Zhang Yong Jae Lee Eric P. Xing OOD 127 16 0 05 Nov 2021
User-friendly introduction to PAC-Bayes bounds Pierre Alquier FedML 37 196 0 21 Oct 2021
On the inductive biases of deep domain adaptation Rodrigue Siry Louis Hémadou Loïc Simon F. Jurie 19 3 0 16 Sep 2021
Time Series Domain Adaptation via Sparse Associative Structure Alignment Ruichu Cai Jiawei Chen Zijian Li Wei Chen Keli Zhang Junjian Ye Zhuozhang Li Xiaoyan Yang Zhenjie Zhang CML TTA OOD AI4TS 11 88 0 22 Dec 2020
$Beyond $\mathcal{H}$-Divergence: Domain Adaptation Theory With Jensen-Shannon Divergence$ Beyond $\mathcal{H}$ -Divergence: Domain Adaptation Theory With Jensen-Shannon Divergence Changjian Shui Qi Chen Jun Wen Fan Zhou Christian Gagné Boyu Wang 22 22 0 30 Jul 2020
A review of domain adaptation without target labels Wouter M. Kouw Marco Loog OOD VLM 11 477 0 16 Jan 2019
PAC-Bayes Control: Learning Policies that Provably Generalize to Novel Environments Anirudha Majumdar M. Goldstein Anoopkumar Sonar 13 18 0 11 Jun 2018
PAC-Bayesian Theory Meets Bayesian Inference Pascal Germain Francis R. Bach Alexandre Lacoste Simon Lacoste-Julien 17 181 0 27 May 2016
Domain Adaptation: Learning Bounds and Algorithms Yishay Mansour M. Mohri Afshin Rostamizadeh 179 789 0 19 Feb 2009
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 139 453 0 03 Dec 2007