Multitask Learning / Domain Adaptation

• homepage:

multi-task learning

• discussion:

Learning and Transferring Multi-task Deep Representation for Face Alignment

• arxiv:

Multi-task learning of facial landmarks and expression

• paper:

Multi-Task Deep Visual-Semantic Embedding for Video Thumbnail Selection

• intro: CVPR 2015
• paper:

Learning Multiple Tasks with Deep Relationship Networks

• arxiv:

Learning deep representation of multityped objects and tasks

• arxiv:

Cross-stitch Networks for Multi-task Learning

• arxiv:

Multi-Task Learning in Tensorflow (Part 1)

• blog:

Deep Multi-Task Learning with Shared Memory

• intro: EMNLP 2016
• arxiv:

Learning to Push by Grasping: Using multiple tasks for effective learning

• arxiv:

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

• intro: EACL 2017
• arxiv:
• github:

Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics

• intro: University of Cambridge
• arxiv:

One Model To Learn Them All

• intro: Google Brain & University of Toronto
• arxiv:
• github:

MultiModel: Multi-Task Machine Learning Across Domains

An Overview of Multi-Task Learning in Deep Neural Networks

• intro: Aylien Ltd
• arxiv:

PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning

• arxiv:
• github:

End-to-End Multi-Task Learning with Attention

• intro: Imperial College London
• arxiv:

Cross-connected Networks for Multi-task Learning of Detection and Segmentation

Auxiliary Tasks in Multi-task Learning