An Overview of Multi-Task Learning in Deep Neural Networks

15 June 2017

Papers citing "An Overview of Multi-Task Learning in Deep Neural Networks"

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Title
M $^3$ ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design Hanxue Liang Zhiwen Fan Rishov Sarkar Ziyu Jiang Tianlong Chen Kai Zou Yu Cheng Cong Hao Zhangyang Wang MoE 36 81 0 26 Oct 2022
A Transformer-based Framework for POI-level Social Post Geolocation Menglin Li Kwan Hui Lim Teng Guo Junhua Liu 18 14 0 26 Oct 2022
Extractive Summarization of Legal Decisions using Multi-task Learning and Maximal Marginal Relevance Abhishek Agarwal Shanshan Xu Matthias Grabmair ELM AILaw 43 14 0 22 Oct 2022
Machine Learning for a Sustainable Energy Future Zhenpeng Yao Yanwei Lum Andrew K. Johnston L. M. Mejia-Mendoza Xiaoxia Zhou Yonggang Wen Alán Aspuru-Guzik E. Sargent Z. Seh 32 209 0 19 Oct 2022
Pareto Manifold Learning: Tackling multiple tasks via ensembles of single-task models Nikolaos Dimitriadis P. Frossard Franccois Fleuret 29 25 0 18 Oct 2022
On Task-Adaptive Pretraining for Dialogue Response Selection Tzu-Hsiang Lin Ta-Chung Chi Anna Rumshisky 18 1 0 08 Oct 2022
Highly Scalable Task Grouping for Deep Multi-Task Learning in Prediction of Epigenetic Events Mohammad Shiri Jiangwen Sun 13 1 0 24 Sep 2022
On the Factory Floor: ML Engineering for Industrial-Scale Ads Recommendation Models Rohan Anil S. Gadanho Danya Huang Nijith Jacob Zhuoshu Li ... Cristina Pop Kevin Regan G. Shamir Rakesh Shivanna Qiqi Yan 3DV 26 41 0 12 Sep 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 30 109 0 31 Aug 2022
Minimizing the Effect of Noise and Limited Dataset Size in Image Classification Using Depth Estimation as an Auxiliary Task with Deep Multitask Learning Khashayar Namdar Partoo Vafaeikia Farzad Khalvati 29 0 0 22 Aug 2022
MTCSNN: Multi-task Clinical Siamese Neural Network for Diabetic Retinopathy Severity Prediction Chao Feng Jui Po Hung Aishan Li Jie Yang Xinyu Zhang 38 0 0 14 Aug 2022
A Game-Theoretic Perspective of Generalization in Reinforcement Learning Chang Yang Ruiyu Wang Xinrun Wang Zhen Wang OffRL 24 3 0 07 Aug 2022
Decision SincNet: Neurocognitive models of decision making that predict cognitive processes from neural signals Qi Sun Khuong Vo K. Lui Michael D. Nunez J. Vandekerckhove R. Srinivasan 13 0 0 04 Aug 2022
The Neural Race Reduction: Dynamics of Abstraction in Gated Networks Andrew M. Saxe Shagun Sodhani Sam Lewallen AI4CE 28 34 0 21 Jul 2022
Multi-Task Learning for Depression Detection in Dialogs Chuyuan Li Chloé Braud M. Amblard 17 10 0 21 Jul 2022
Distance Learner: Incorporating Manifold Prior to Model Training Aditya Chetan Nipun Kwatra 21 1 0 14 Jul 2022
Multitask vocal burst modeling with ResNets and pre-trained paralinguistic Conformers Joshua Belanich Krishna Somandepalli B. Eoff Brendan Jou 22 2 0 24 Jun 2022
Burst2Vec: An Adversarial Multi-Task Approach for Predicting Emotion, Age, and Origin from Vocal Bursts Atijit Anuchitanukul Lucia Specia VLM 25 6 0 24 Jun 2022
Tackling Data Scarcity with Transfer Learning: A Case Study of Thickness Characterization from Optical Spectra of Perovskite Thin Films S. Tian Zekun Ren S. Venkataraj Y. Cheng Daniil Bash ... F. G. L. Parlane C. Berlinguette Qianxiao Li Tonio Buonassisi Zhe Liu 17 2 0 14 Jun 2022
Beyond RGB: Scene-Property Synthesis with Neural Radiance Fields Mingtong Zhang Shuhong Zheng Zhipeng Bao M. Hebert Yu-xiong Wang 21 12 0 09 Jun 2022
Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization Adrián Javaloy Maryam Meghdadi Isabel Valera 19 26 0 09 Jun 2022
A Survey on Deep Learning based Channel Estimation in Doubly Dispersive Environments Abdul Karim Gizzini Marwa Chafii 14 29 0 05 Jun 2022
Compressed Hierarchical Representations for Multi-Task Learning and Task Clustering João Machado de Freitas Sebastian Berg Bernhard C. Geiger Manfred Mücke 14 1 0 31 May 2022
DeepJoint: Robust Survival Modelling Under Clinical Presence Shift Vincent Jeanselme G. Martin Niels Peek M. Sperrin Brian D. M. Tom Jessica Barrett OOD 34 4 0 26 May 2022
Auxiliary Task Guided Interactive Attention Model for Question Difficulty Prediction Venktesh V Md. Shad Akhtar Mukesh Mohania Vikram Goyal 17 0 0 24 May 2022
BEVerse: Unified Perception and Prediction in Birds-Eye-View for Vision-Centric Autonomous Driving Yunpeng Zhang Zheng Hua Zhu Wenzhao Zheng Junjie Huang Guan Huang Jie Zhou Jiwen Lu 36 187 0 19 May 2022
Flexible Modeling and Multitask Learning using Differentiable Tree Ensembles Shibal Ibrahim Hussein Hazimeh Rahul Mazumder 34 4 0 19 May 2022
IRB-NLP at SemEval-2022 Task 1: Exploring the Relationship Between Words and Their Semantic Representations Damir Korenčić Ivan Grubišić 16 3 0 13 May 2022
The ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts Alice Baird Panagiotis Tzirakis Gauthier Gidel Marco Jiralerspong Eilif B. Muller Kory W. Mathewson Björn Schuller Erik Cambria D. Keltner Alan S. Cowen VLM 28 30 0 03 May 2022
Monocular 3D Fingerprint Reconstruction and Unwarping Zhe Cui Jianjiang Feng Jie Zhou CVBM 13 18 0 02 May 2022
Where in the World is this Image? Transformer-based Geo-localization in the Wild Shraman Pramanick E. Nowara Joshua Gleason Carlos D. Castillo Rama Chellappa ViT 21 30 0 29 Apr 2022
A Benchmark for Automatic Medical Consultation System: Frameworks, Tasks and Datasets Wei Chen Zhiwei Li Hongyi Fang Qian-Qian Yao Cheng Zhong Jianye Hao Qi Zhang Xuanjing Huang J. Peng Zhongyu Wei 24 57 0 19 Apr 2022
Antipatterns in Software Classification Taxonomies Cezar Sas A. Capiluppi 22 8 0 19 Apr 2022
Deep Relation Learning for Regression and Its Application to Brain Age Estimation Sheng He Yanfang Feng P. E. Grant Yangming Ou 3DH 32 30 0 13 Apr 2022
Medusa: Universal Feature Learning via Attentional Multitasking Jaime Spencer Richard Bowden Simon Hadfield CLL 30 1 0 12 Apr 2022
Universal Representations: A Unified Look at Multiple Task and Domain Learning Wei-Hong Li Xialei Liu Hakan Bilen SSL OOD 28 27 0 06 Apr 2022
High Efficiency Pedestrian Crossing Prediction Z. Zeng 26 0 0 04 Apr 2022
Acoustic-Net: A Novel Neural Network for Sound Localization and Quantification Guanxing Zhou Hao Liang Xinghao Ding Yue Huang Xiaotong Tu Saqlain Abbas 14 3 0 31 Mar 2022
A Multi-Characteristic Learning Method with Micro-Doppler Signatures for Pedestrian Identification Yu Xiang Yu Huang Ha Xu Guannan Zhang Wenyong Wang 8 2 0 23 Mar 2022
PhysioMTL: Personalizing Physiological Patterns using Optimal Transport Multi-Task Regression Jiacheng Zhu Gregory Darnell Agni Kumar Ding Zhao Bo-wen Li X. Nguyen S. Ren OOD 38 5 0 19 Mar 2022
Reflective Fiber Faults Detection and Characterization Using Long-Short-Term Memory K. Abdelli H. Griesser Peter Ehrle C. Tropschug S. Pachnicke 14 18 0 19 Mar 2022
A Tree-Structured Multi-Task Model Recommender Lijun Zhang Xiao Liu Hui Guan LRM VLM 29 10 0 10 Mar 2022
SparseChem: Fast and accurate machine learning model for small molecules Adam Arany Jaak Simm M. Oldenhof Yves Moreau 11 7 0 09 Mar 2022
Exploring Dual-task Correlation for Pose Guided Person Image Generation Peng Zhang Lingxiao Yang Jianhuang Lai Xiaohua Xie ViT 29 81 0 06 Mar 2022
Uncertainty Estimation for Heatmap-based Landmark Localization Lawrence Schobs Andrew J Swift Haiping Lu UQCV 24 11 0 04 Mar 2022
A multi-task learning for cavitation detection and cavitation intensity recognition of valve acoustic signals Yufei Sha J. Faber S. Gou Bonnie M. Liu Wei Li ... T. Steckenreiter D. Vnucec Nadine Wetzstein A. Widl Kai Zhou 16 24 0 01 Mar 2022
Combining Observational and Randomized Data for Estimating Heterogeneous Treatment Effects Tobias Hatt Jeroen Berrevoets Alicia Curth Stefan Feuerriegel M. Schaar CML 52 29 0 25 Feb 2022
ML-based Anomaly Detection in Optical Fiber Monitoring K. Abdelli J. Cho C. Tropschug 14 1 0 23 Feb 2022
Robust Hierarchical Patterns for identifying MDD patients: A Multisite Study Dushyant Sahoo Mathilde Antoniades C. H. Fu Christos Davatzikos 27 1 0 22 Feb 2022
Multi-Task Conditional Imitation Learning for Autonomous Navigation at Crowded Intersections Zeyu Zhu Huijing Zhao 21 8 0 21 Feb 2022