Learning to select data for transfer learning with Bayesian Optimization

17 July 2017

Papers citing "Learning to select data for transfer learning with Bayesian Optimization"

39 / 39 papers shown

Title
Dynamic Fisher-weighted Model Merging via Bayesian Optimization Sanwoo Lee Jiahao Liu Qifan Wang Rongxiang Weng Xunliang Cai Yunfang Wu MoMe 234 0 0 26 Apr 2025
Proxy-informed Bayesian transfer learning with unknown sources Sabina J. Sloman Julien Martinelli Samuel Kaski 38 0 0 05 Nov 2024
Task-Adaptive Pretrained Language Models via Clustered-Importance Sampling David Grangier Simin Fan Skyler Seto Pierre Ablin 46 3 0 30 Sep 2024
Can Humans Identify Domains? Maria Barrett Max Müller-Eberstein Elisa Bassignana Amalie Brogaard Pauli Mike Zhang Rob van der Goot 47 1 0 02 Apr 2024
How Useful is Continued Pre-Training for Generative Unsupervised Domain Adaptation? Rheeya Uppaal Yixuan Li Junjie Hu 40 5 0 31 Jan 2024
Plug-and-Play Transformer Modules for Test-Time Adaptation Xiangyu Chang Sk. Miraj Ahmed S. Krishnamurthy Başak Güler A. Swami Samet Oymak Amit K. Roy-Chowdhury 33 0 0 06 Jan 2024
Continual-MAE: Adaptive Distribution Masked Autoencoders for Continual Test-Time Adaptation Jiaming Liu Ran Xu Senqiao Yang Renrui Zhang Qizhe Zhang Zehui Chen Yandong Guo Shanghang Zhang TTA 35 10 0 19 Dec 2023
A Data-centric Framework for Improving Domain-specific Machine Reading Comprehension Datasets I. Bojić Josef Halim Verena Suharman Sreeja Tar Qi Chwen Ong Duy Phung Mathieu Ravaut Chenyu You Josip Car FedML 34 3 0 02 Apr 2023
Data Selection for Language Models via Importance Resampling Sang Michael Xie Shibani Santurkar Tengyu Ma Percy Liang 46 173 0 06 Feb 2023
Rationale-Guided Few-Shot Classification to Detect Abusive Language Punyajoy Saha Divyanshu Sheth Kushal Kedia Binny Mathew Animesh Mukherjee 9 3 0 30 Nov 2022
AdaPrompt: Adaptive Model Training for Prompt-based NLP Yulong Chen Yang Liu Li Dong Shuohang Wang Chenguang Zhu Michael Zeng Yue Zhang VLM 27 45 0 10 Feb 2022
Active Learning Over Multiple Domains in Natural Language Tasks Shayne Longpre Julia Reisler E. G. Huang Yi Lu Andrew J. Frank Nikhil Ramesh Chris DuBois OOD 27 13 0 01 Feb 2022
A Survey on Visual Transfer Learning using Knowledge Graphs Sebastian Monka Lavdim Halilaj Achim Rettinger 33 23 0 27 Jan 2022
ClimateBert: A Pretrained Language Model for Climate-Related Text Nicolas Webersinke Mathias Kraus Jiabo Huang Markus Leippold AI4CE 37 131 0 22 Oct 2021
Focus on the Common Good: Group Distributional Robustness Follows Vihari Piratla Praneeth Netrapalli Sunita Sarawagi OOD 30 25 0 06 Oct 2021
Identifying Untrustworthy Samples: Data Filtering for Open-domain Dialogues with Bayesian Optimization Lei Shen Haolan Zhan Xin Shen Hongshen Chen Xiaofang Zhao Xiao-Dan Zhu 43 17 0 14 Sep 2021
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training Momchil Hardalov Arnav Arora Preslav Nakov Isabelle Augenstein 30 58 0 13 Sep 2021
Continual Learning in the Teacher-Student Setup: Impact of Task Similarity Sebastian Lee Sebastian Goldt Andrew M. Saxe CLL 32 73 0 09 Jul 2021
Adversarial Learning for Zero-Shot Stance Detection on Social Media Emily Allaway Malavika Srikanth Kathleen McKeown ObjD VLM 9 93 0 14 May 2021
Evaluating Pre-Trained Models for User Feedback Analysis in Software Engineering: A Study on Classification of App-Reviews M. Hadi Fatemeh H. Fard 26 30 0 12 Apr 2021
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures Sushant Singh A. Mahmood AI4TS 60 94 0 23 Mar 2021
EasyTransfer -- A Simple and Scalable Deep Transfer Learning Platform for NLP Applications Minghui Qiu Peng Li Chengyu Wang Hanjie Pan Yaliang Li ... Jun Yang Yaliang Li Jun Huang Deng Cai Wei Lin VLM SyDa 39 20 0 18 Nov 2020
The LMU Munich System for the WMT 2020 Unsupervised Machine Translation Shared Task Alexandra Chronopoulou Dario Stojanovski Viktor Hangya Alexander Fraser 37 5 0 25 Oct 2020
Effective Unsupervised Domain Adaptation with Adversarially Trained Language Models Thuy-Trang Vu Dinh Q. Phung Gholamreza Haffari 22 24 0 05 Oct 2020
Cost-effective Selection of Pretraining Data: A Case Study of Pretraining BERT on Social Media Xiang Dai Sarvnaz Karimi Ben Hachey Cécile Paris 24 35 0 02 Oct 2020
Multi-Hop Fact Checking of Political Claims W. Ostrowski Arnav Arora Pepa Atanasova Isabelle Augenstein LRM 27 38 0 10 Sep 2020
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language Models Lifu Tu Garima Lalwani Spandana Gella He He LRM 33 184 0 14 Jul 2020
Adversarial Weighting for Domain Adaptation in Regression Antoine de Mathelin Guillaume Richard Francois Deheeger Mathilde Mougeot Nicolas Vayatis OOD 51 45 0 15 Jun 2020
Task-similarity Aware Meta-learning through Nonparametric Kernel Regression Arun Venkitaraman Anders Hansson B. Wahlberg 31 8 0 12 Jun 2020
Unsupervised Domain Clusters in Pretrained Language Models Roee Aharoni Yoav Goldberg 37 244 0 05 Apr 2020
Learning to Select Base Classes for Few-shot Classification Linjun Zhou Peng Cui Xu Jia Shiqiang Yang Q. Tian 12 26 0 01 Apr 2020
Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits Han Guo Ramakanth Pasunuru Joey Tianyi Zhou 30 114 0 13 Jan 2020
Stance Detection Benchmark: How Robust Is Your Stance Detection? Benjamin Schiller Johannes Daxenberger Iryna Gurevych 19 96 0 06 Jan 2020
Choosing Transfer Languages for Cross-Lingual Learning Yu-Hsiang Lin Chian-Yu Chen Jean Lee Zirui Li Yuyan Zhang ... Zhisong Zhang Xuezhe Ma Antonios Anastasopoulos Patrick Littell Graham Neubig 21 232 0 29 May 2019
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks Matthew E. Peters Sebastian Ruder Noah A. Smith 39 434 0 14 Mar 2019
Exploiting Class Learnability in Noisy Data Matthew Klawonn Eric Heim James A. Hendler NoLa 28 7 0 15 Nov 2018
Addressing word-order Divergence in Multilingual Neural Machine Translation for extremely Low Resource Languages V. Rudra Murthy Anoop Kunchukuttan P. Bhattacharyya 27 42 0 01 Nov 2018
IndoSum: A New Benchmark Dataset for Indonesian Text Summarization Kemal Kurniawan Samuel Louvan 22 66 0 12 Oct 2018
Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces Isabelle Augenstein Sebastian Ruder Anders Søgaard SSL 22 73 0 27 Feb 2018