Identifying beneficial task relations for multi-task learning in deep neural networks

27 February 2017

Papers citing "Identifying beneficial task relations for multi-task learning in deep neural networks"

37 / 87 papers shown

Title
BAM! Born-Again Multi-Task Networks for Natural Language Understanding Kevin Clark Minh-Thang Luong Urvashi Khandelwal Christopher D. Manning Quoc V. Le 72 230 0 10 Jul 2019
Sequence Labeling Parsing by Learning Across Representations Michalina Strzyz David Vilares Carlos Gómez-Rodríguez AIMat 53 21 0 02 Jul 2019
Variational Sequential Labelers for Semi-Supervised Learning Mingda Chen Qingming Tang Karen Livescu Kevin Gimpel SSL DRL BDL VLM 82 39 0 23 Jun 2019
Improving Sentiment Analysis with Multi-task Learning of Negation Jeremy Barnes Erik Velldal Lilja Øvrelid 56 36 0 18 Jun 2019
A Multi-task Approach for Named Entity Recognition in Social Media Data Gustavo Aguilar Suraj Maharjan Adrian Pastor Lopez-Monroy Thamar Solorio 51 144 0 10 Jun 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas Guibas Jitendra Malik Silvio Savarese 140 517 0 18 May 2019
A Review of Keyphrase Extraction Eirini Papagiannopoulou Grigorios Tsoumakas 62 168 0 13 May 2019
Multi-Task Learning for Argumentation Mining Tobias Kahse 26 4 0 23 Apr 2019
AutoSeM: Automatic Task Selection and Mixing in Multi-Task Learning Han Guo Ramakanth Pasunuru Joey Tianyi Zhou 138 47 0 08 Apr 2019
Better, Faster, Stronger Sequence Tagging Constituent Parsers David Vilares Mostafa Abdou Anders Søgaard 106 23 0 28 Feb 2019
Accelerating Self-Play Learning in Go David J. Wu 103 96 0 27 Feb 2019
Symbolic inductive bias for visually grounded learning of spoken language Grzegorz Chrupała 70 28 0 21 Dec 2018
Neural Multi-Task Learning for Citation Function and Provenance Xuan Su Animesh Prasad Min-Yen Kan Kazunari Sugiyama 47 20 0 18 Nov 2018
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks Victor Sanh Thomas Wolf Sebastian Ruder 72 234 0 14 Nov 2018
MT-CGCNN: Integrating Crystal Graph Convolutional Neural Network with Multitask Learning for Material Property Prediction Soumya Sanyal J. Balachandran N. Yadati Abhishek Kumar Padmini Rajagopalan Suchismita Sanyal Partha P. Talukdar 68 49 0 14 Nov 2018
Evolutionary Data Measures: Understanding the Difficulty of Text Classification Tasks Edward Collins Nikolai Rozanov M. Kaptein 70 29 0 05 Nov 2018
Sentence Encoders on STILTs: Supplementary Training on Intermediate Labeled-data Tasks Jason Phang Thibault Févry Samuel R. Bowman 116 470 0 02 Nov 2018
Powerful, transferable representations for molecules through intelligent task selection in deep multitask networks Clyde Fare Lukas Turcani Edward O. Pyzer-Knapp 50 13 0 17 Sep 2018
Webly Supervised Joint Embedding for Cross-Modal Image-Text Retrieval Niluthpol Chowdhury Mithun Yikang Shen Evangelos E. Papalexakis Amit K. Roy-Chowdhury 67 77 0 23 Aug 2018
Multi-Task Learning for Sequence Tagging: An Empirical Study Soravit Changpinyo Hexiang Hu Fei Sha 71 67 0 13 Aug 2018
Concurrent Learning of Semantic Relations Georgios Balikas G. Dias Rumen Moraliyski Massih-Reza Amini 28 0 0 26 Jul 2018
All-in-one: Multi-task Learning for Rumour Verification E. Kochkina Maria Liakata A. Zubiaga 78 224 0 10 Jun 2018
Transfer Learning of Artist Group Factors to Musical Genre Classification Jaehun Kim Minz Won Xavier Serra Cynthia C. S. Liem 58 17 0 05 May 2018
Multitask Parsing Across Semantic Representations Daniel Hershcovich Omri Abend A. Rappoport 57 67 0 01 May 2018
Scheduled Multi-Task Learning: From Syntax to Translation E. Kiperwasser Miguel Ballesteros 74 82 0 24 Apr 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 126 1,225 0 23 Apr 2018
Linguistically-Informed Self-Attention for Semantic Role Labeling Emma Strubell Pat Verga D. Andor David J. Weiss Andrew McCallum OffRL 93 380 0 23 Apr 2018
Comparatives, Quantifiers, Proportions: A Multi-Task Model for the Learning of Quantities from Vision Sandro Pezzelle Ionut-Teodor Sorodoc Raffaella Bernardi 40 9 0 13 Apr 2018
Multi-Task Learning for Argumentation Mining in Low-Resource Settings Claudia Schulz Steffen Eger Johannes Daxenberger Tobias Kahse Iryna Gurevych LRM 83 68 0 11 Apr 2018
One Deep Music Representation to Rule Them All? : A comparative analysis of different representation learning strategies Jaehun Kim Julián Urbano Cynthia C. S. Liem Alan Hanjalic 139 47 0 12 Feb 2018
SRL4ORL: Improving Opinion Role Labeling using Multi-task Learning with Semantic Role Labeling Ana Marasović Anette Frank 54 9 0 02 Nov 2017
Auxiliary Objectives for Neural Error Detection Models Marek Rei H. Yannakoudakis 62 27 0 17 Jul 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 161 2,837 0 15 Jun 2017
Exploring the Syntactic Abilities of RNNs with Multi-task Learning Émile Enguehard Yoav Goldberg Tal Linzen 67 28 0 12 Jun 2017
Latent Multi-task Architecture Learning Sebastian Ruder Joachim Bingel Isabelle Augenstein Anders Søgaard CVBM 84 171 0 23 May 2017
Imagination improves Multimodal Translation Desmond Elliott Ákos Kádár 173 137 0 11 May 2017
Semi-supervised Multitask Learning for Sequence Labeling Marek Rei 85 247 0 24 Apr 2017