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"

43 / 93 papers shown

Title
Evaluating Pre-Trained Models for User Feedback Analysis in Software Engineering: A Study on Classification of App-Reviews M. Hadi Fatemeh H. Fard 61 33 0 12 Apr 2021
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures Sushant Singh A. Mahmood AI4TS 106 95 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 100 20 0 18 Nov 2020
Analyzing the Effect of Multi-task Learning for Biomedical Named Entity Recognition Arda Akdemir T. Shibuya 37 4 0 01 Nov 2020
The LMU Munich System for the WMT 2020 Unsupervised Machine Translation Shared Task Alexandra Chronopoulou Dario Stojanovski Viktor Hangya Alexander Fraser 92 5 0 25 Oct 2020
Domain Divergences: a Survey and Empirical Analysis Abhinav Ramesh Kashyap Devamanyu Hazarika Min-Yen Kan Roger Zimmermann 259 40 0 23 Oct 2020
On Cross-Dataset Generalization in Automatic Detection of Online Abuse I. Nejadgholi S. Kiritchenko 81 29 0 14 Oct 2020
Effective Unsupervised Domain Adaptation with Adversarially Trained Language Models Thuy-Trang Vu Dinh Q. Phung Gholamreza Haffari 86 25 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 67 35 0 02 Oct 2020
Multi-Hop Fact Checking of Political Claims W. Ostrowski Arnav Arora Pepa Atanasova Isabelle Augenstein LRM 99 43 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 119 187 0 14 Jul 2020
On the application of transfer learning in prognostics and health management R. Moradi K. Groth 23 9 0 03 Jul 2020
Cross-Cultural Similarity Features for Cross-Lingual Transfer Learning of Pragmatically Motivated Tasks Jimin Sun Hwijeen Ahn Chan Young Park Yulia Tsvetkov David R. Mortensen 36 3 0 16 Jun 2020
Adversarial Weighting for Domain Adaptation in Regression Antoine de Mathelin Guillaume Richard Francois Deheeger Mathilde Mougeot Nicolas Vayatis OOD 106 45 0 15 Jun 2020
Task-similarity Aware Meta-learning through Nonparametric Kernel Regression Arun Venkitaraman Anders Hansson B. Wahlberg 84 8 0 12 Jun 2020
Neural Unsupervised Domain Adaptation in NLP---A Survey Alan Ramponi Barbara Plank OOD 134 259 0 31 May 2020
Data Annealing for Informal Language Understanding Tasks Jing Gu Zhou Yu AIMat AI4CE 43 10 0 24 Apr 2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith VLM AI4CE CLL 180 2,450 0 23 Apr 2020
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases Luchen Liu Zequn Liu Haoxian Wu Zichang Wang Jianhao Shen Yiping Song Ming Zhang 42 19 0 11 Apr 2020
Unsupervised Domain Clusters in Pretrained Language Models Roee Aharoni Yoav Goldberg 101 252 0 05 Apr 2020
Learning to Select Base Classes for Few-shot Classification Linjun Zhou Peng Cui Xu Jia Shiqiang Yang Q. Tian 94 26 0 01 Apr 2020
Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits Han Guo Ramakanth Pasunuru Joey Tianyi Zhou 92 114 0 13 Jan 2020
Stance Detection Benchmark: How Robust Is Your Stance Detection? Benjamin Schiller Johannes Daxenberger Iryna Gurevych 94 98 0 06 Jan 2020
Unsupervised Transfer Learning via BERT Neuron Selection M. Valipour E. Lee Jaime R. Jamacaro C. Bessega 58 5 0 10 Dec 2019
Interactive Text Ranking with Bayesian Optimisation: A Case Study on Community QA and Summarisation Edwin Simpson Yang Gao Iryna Gurevych BDL 64 11 0 22 Nov 2019
Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation Huiyun Yang Shujian Huang Xinyu Dai Jiajun Chen 25 8 0 10 Sep 2019
Learning a Multi-Domain Curriculum for Neural Machine Translation Wei Wang Ye Tian Jiquan Ngiam Yinfei Yang Isaac Caswell Zarana Parekh 80 39 0 28 Aug 2019
A framework for anomaly detection using language modeling, and its applications to finance Armineh Nourbakhsh G. Bang 82 14 0 24 Aug 2019
P2L: Predicting Transfer Learning for Images and Semantic Relations Bishwaranjan Bhattacharjee J. Kender Matthew Q. Hill Parijat Dube Siyu Huo Michael R. Glass Brian M. Belgodere Sharath Pankanti Noel Codella Patrick Watson VLM 73 13 0 20 Aug 2019
Transductive Auxiliary Task Self-Training for Neural Multi-Task Models Johannes Bjerva Katharina Kann Isabelle Augenstein 10 1 0 16 Aug 2019
Toward Understanding Catastrophic Forgetting in Continual Learning Cuong V Nguyen Alessandro Achille Michael Lam Tal Hassner Vijay Mahadevan Stefano Soatto 72 95 0 02 Aug 2019
Continual and Multi-Task Architecture Search Ramakanth Pasunuru Joey Tianyi Zhou CLL 67 48 0 12 Jun 2019
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 94 235 0 29 May 2019
AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning Han Guo Ramakanth Pasunuru Joey Tianyi Zhou 141 47 0 08 Apr 2019
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks Matthew E. Peters Sebastian Ruder Noah A. Smith 97 441 0 14 Mar 2019
Learning to Selectively Transfer: Reinforced Transfer Learning for Deep Text Matching Chen Qu Feng Ji Minghui Qiu Liu Yang Zhiyu Min Haiqing Chen Jun Huang W. Bruce Croft 65 39 0 30 Dec 2018
Exploiting Class Learnability in Noisy Data Matthew Klawonn Eric Heim James A. Hendler NoLa 54 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 120 42 0 01 Nov 2018
IndoSum: A New Benchmark Dataset for Indonesian Text Summarization Kemal Kurniawan Samuel Louvan 93 67 0 12 Oct 2018
Multi-Source Domain Adaptation with Mixture of Experts Jiang Guo Darsh J. Shah Regina Barzilay 61 179 0 07 Sep 2018
Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces Isabelle Augenstein Sebastian Ruder Anders Søgaard SSL 95 73 0 27 Feb 2018
Transfer Learning for Performance Modeling of Configurable Systems: An Exploratory Analysis Pooyan Jamshidi Norbert Siegmund Miguel Velez Christian Kastner Akshay Patel Yuvraj Agarwal 69 116 0 07 Sep 2017
Dynamic Data Selection for Neural Machine Translation M. V. D. Wees Arianna Bisazza Christof Monz 103 154 0 02 Aug 2017