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"

48 / 48 papers shown

Title
Interpreting and Exploiting Functional Specialization in Multi-Head Attention under Multi-task Learning Chong Li Shaonan Wang Yunhao Zhang Jiajun Zhang Chengqing Zong 38 4 0 16 Oct 2023
Constructing Time-Series Momentum Portfolios with Deep Multi-Task Learning Joel Ong Dorien Herremans AI4TS 27 6 0 08 Jun 2023
Toward Building General Foundation Models for Language, Vision, and Vision-Language Understanding Tasks Xinsong Zhang Yan Zeng Jipeng Zhang Hang Li VLM AI4CE LRM 22 17 0 12 Jan 2023
Multi-Task Learning for Depression Detection in Dialogs Chuyuan Li Chloé Braud M. Amblard 22 10 0 21 Jul 2022
Explaining the Effectiveness of Multi-Task Learning for Efficient Knowledge Extraction from Spine MRI Reports Arijit Sehanobish M. Sandora Nabila Abraham Jayashri Pawar Danielle Torres Anasuya Das M. Becker Richard Herzog Benjamin Odry Ron Vianu 21 3 0 06 May 2022
On partitioning of an SHM problem and parallels with transfer learning G. Tsialiamanis D. Wagg P. Gardner N. Dervilis K. Worden 13 7 0 03 Mar 2022
Identifying Suitable Tasks for Inductive Transfer Through the Analysis of Feature Attributions Alexander Pugantsov R. McCreadie 23 0 0 02 Feb 2022
Robust Natural Language Processing: Recent Advances, Challenges, and Future Directions Marwan Omar Soohyeon Choi Daehun Nyang David A. Mohaisen 32 57 0 03 Jan 2022
Interpretable Low-Resource Legal Decision Making R. Bhambhoria Hui Liu Samuel Dahan Xiao-Dan Zhu ELM AILaw 32 9 0 01 Jan 2022
Revisit Multimodal Meta-Learning through the Lens of Multi-Task Learning Milad Abdollahzadeh Touba Malekzadeh Ngai-man Cheung 28 28 0 27 Oct 2021
Learning More for Free - A Multi Task Learning Approach for Improved Pathology Classification in Capsule Endoscopy Anuja Vats Marius Pedersen A. Mohammed Ø. Hovde 16 7 0 30 Jun 2021
One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasets Marco Damonte Emilio Monti AIMat 38 6 0 08 Jun 2021
Latent-Optimized Adversarial Neural Transfer for Sarcasm Detection Xu Guo Boyang Albert Li Han Yu Chunyan Miao AAML 28 17 0 19 Apr 2021
What to Pre-Train on? Efficient Intermediate Task Selection Clifton A. Poth Jonas Pfeiffer Andreas Rucklé Iryna Gurevych 21 94 0 16 Apr 2021
Language Modelling as a Multi-Task Problem Leon Weber Jaap Jumelet Elia Bruni Dieuwke Hupkes 29 13 0 27 Jan 2021
LiteMuL: A Lightweight On-Device Sequence Tagger using Multi-task Learning S. Kumari Vibhav Agarwal B. Challa Kranti Chalamalasetti Sourav Ghosh Harshavardhana Barath Raj Kandur Raja 21 1 0 15 Dec 2020
Measuring and Harnessing Transference in Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 28 15 0 29 Oct 2020
Controlling the Interaction Between Generation and Inference in Semi-Supervised Variational Autoencoders Using Importance Weighting G. Felhi Joseph Leroux Djamé Seddah BDL 26 1 0 13 Oct 2020
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less Data Jonathan Pilault Amine Elhattami C. Pal CLL MoE 30 89 0 19 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 53 609 0 10 Sep 2020
Neural MOS Prediction for Synthesized Speech Using Multi-Task Learning With Spoofing Detection and Spoofing Type Classification Yeunju Choi Youngmoon Jung Hoirin Kim 16 27 0 16 Jul 2020
Learning Functions to Study the Benefit of Multitask Learning Gabriele Bettgenhauser Michael A. Hedderich Dietrich Klakow 14 4 0 09 Jun 2020
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining Yifan Peng Qingyu Chen Zhiyong Lu 8 112 0 06 May 2020
Understanding and Improving Information Transfer in Multi-Task Learning Sen Wu Hongyang R. Zhang Christopher Ré 18 154 0 02 May 2020
MultiQT: Multimodal Learning for Real-Time Question Tracking in Speech Jakob Drachmann Havtorn Jan Latko Joakim Edin Lasse Borgholt Lars Maaløe Lorenzo Belgrano Nicolai Frost Jakobsen R. Sdun Zeljko Agic 19 3 0 02 May 2020
Multi-Task Self-Supervised Learning for Disfluency Detection Shaolei Wang Wanxiang Che Qi Liu Pengda Qin Ting Liu William Yang Wang SSL 22 56 0 15 Aug 2019
BAM! Born-Again Multi-Task Networks for Natural Language Understanding Kevin Clark Minh-Thang Luong Urvashi Khandelwal Christopher D. Manning Quoc V. Le 21 228 0 10 Jul 2019
Variational Sequential Labelers for Semi-Supervised Learning Mingda Chen Qingming Tang Karen Livescu Kevin Gimpel SSL DRL BDL VLM 27 39 0 23 Jun 2019
Improving Sentiment Analysis with Multi-task Learning of Negation Jeremy Barnes Erik Velldal Lilja Øvrelid 16 36 0 18 Jun 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas J. Guibas Jitendra Malik Silvio Savarese 24 503 0 18 May 2019
A Review of Keyphrase Extraction Eirini Papagiannopoulou Grigorios Tsoumakas 18 166 0 13 May 2019
Advancing NLP with Cognitive Language Processing Signals Nora Hollenstein Maria Barrett M. Troendle Francesco Bigiolli N. Langer Ce Zhang 19 39 0 04 Apr 2019
Better, Faster, Stronger Sequence Tagging Constituent Parsers David Vilares Mostafa Abdou Anders Søgaard 33 22 0 28 Feb 2019
Symbolic inductive bias for visually grounded learning of spoken language Grzegorz Chrupała 22 28 0 21 Dec 2018
Neural Multi-Task Learning for Citation Function and Provenance Xuan Su Animesh Prasad Min-Yen Kan Kazunari Sugiyama 22 20 0 18 Nov 2018
A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks Victor Sanh Thomas Wolf Sebastian Ruder 16 233 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 27 48 0 14 Nov 2018
Evolutionary Data Measures: Understanding the Difficulty of Text Classification Tasks Edward Collins Nikolai Rozanov M. Kaptein 9 27 0 05 Nov 2018
Sentence Encoders on STILTs: Supplementary Training on Intermediate Labeled-data Tasks Jason Phang Thibault Févry Samuel R. Bowman 30 467 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 32 13 0 17 Sep 2018
Multi-Task Learning for Sequence Tagging: An Empirical Study Soravit Changpinyo Hexiang Hu Fei Sha 29 67 0 13 Aug 2018
Transfer Learning of Artist Group Factors to Musical Genre Classification Jaehun Kim Minz Won Xavier Serra Cynthia C. S. Liem 33 17 0 05 May 2018
Scheduled Multi-Task Learning: From Syntax to Translation E. Kiperwasser Miguel Ballesteros 30 82 0 24 Apr 2018
Multi-task Learning of Pairwise Sequence Classification Tasks Over Disparate Label Spaces Isabelle Augenstein Sebastian Ruder Anders Søgaard SSL 17 73 0 27 Feb 2018
SRL4ORL: Improving Opinion Role Labeling using Multi-task Learning with Semantic Role Labeling Ana Marasović Anette Frank 37 9 0 02 Nov 2017
Latent Multi-task Architecture Learning Sebastian Ruder Joachim Bingel Isabelle Augenstein Anders Søgaard CVBM 27 171 0 23 May 2017
Imagination improves Multimodal Translation Desmond Elliott Ákos Kádár 29 136 0 11 May 2017
Semi-supervised Multitask Learning for Sequence Labeling Marek Rei 27 247 0 24 Apr 2017