Proxy-informed Bayesian transfer learning with unknown sources

5 November 2024

Papers citing "Proxy-informed Bayesian transfer learning with unknown sources"

15 / 15 papers shown

Title
Epistemic Errors of Imperfect Multitask Learners When Distributions Shift Sabina J. Sloman Michele Caprio Samuel Kaski 28 0 0 29 May 2025
Proxy Methods for Domain Adaptation Katherine Tsai Stephen Pfohl Olawale Salaudeen Nicole Chiou Matt J. Kusner Alexander DÁmour Oluwasanmi Koyejo Arthur Gretton OOD 76 3 0 12 Mar 2024
Bayesian Active Learning in the Presence of Nuisance Parameters Sabina J. Sloman Ayush Bharti Julien Martinelli Samuel Kaski 48 4 0 23 Oct 2023
Robustifying likelihoods by optimistically re-weighting data Miheer Dewaskar Christopher Tosh Jeremias Knoblauch David B. Dunson 63 6 0 19 Mar 2023
Modern Bayesian Experimental Design Tom Rainforth Adam Foster Desi R. Ivanova Freddie Bickford-Smith 64 86 0 28 Feb 2023
Adapting to Latent Subgroup Shifts via Concepts and Proxies Ibrahim Alabdulmohsin Nicole Chiou Alexander DÁmour Arthur Gretton Sanmi Koyejo Matt J. Kusner Stephen Pfohl Olawale Salaudeen Jessica Schrouff Katherine Tsai 99 10 0 21 Dec 2022
A Survey of Human-in-the-loop for Machine Learning Xingjiao Wu Luwei Xiao Yixuan Sun Junhang Zhang Tianlong Ma Liangbo He SyDa 93 524 0 02 Aug 2021
A survey on domain adaptation theory: learning bounds and theoretical guarantees I. Redko Emilie Morvant Amaury Habrard M. Sebban Younès Bennani OOD 103 135 0 24 Apr 2020
Characterizing and Avoiding Negative Transfer Zirui Wang Zihang Dai Barnabás Póczós J. Carbonell 85 415 0 24 Nov 2018
Bayesian Model-Agnostic Meta-Learning Taesup Kim Jaesik Yoon Ousmane Amadou Dia Sungwoong Kim Yoshua Bengio Sungjin Ahn UQCV BDL 283 501 0 11 Jun 2018
Meta-Learning Probabilistic Inference For Prediction Jonathan Gordon J. Bronskill Matthias Bauer Sebastian Nowozin Richard Turner BDL 110 264 0 24 May 2018
Markov Chain Importance Sampling -- a highly efficient estimator for MCMC Ingmar Schuster I. Klebanov 57 24 0 18 May 2018
Recasting Gradient-Based Meta-Learning as Hierarchical Bayes Erin Grant Chelsea Finn Sergey Levine Trevor Darrell Thomas Griffiths BDL 83 509 0 26 Jan 2018
Learning to select data for transfer learning with Bayesian Optimization Sebastian Ruder Barbara Plank 75 184 0 17 Jul 2017
Improving drug sensitivity predictions in precision medicine through active expert knowledge elicitation Iiris Sundin Tomi Peltola M. M. Majumder Pedram Daee Marta Soare Homayun Afrabandpey C. Heckman Samuel Kaski Pekka Marttinen 41 24 0 09 May 2017