Glossary

multi-task-active-learning-acquisition machine learning

Multi-Task Active Learning with Shared Acquisition Introduction & Motivation Multi-Task Active Learning with Shared Acquisition addresses a central problem in (subject) learning…

multi-task-active-learning machine learning

Multi-Task Active Learning Introduction & Motivation Multi-Task Active Learning addresses a central problem in (subject) learning and efficient (target) annotation: how to Achieve…

multi-task-attention-networks machine learning

Multi-Task Attention Networks Introduction & Motivation Multi-Task Attention Networks addresses a central problem in multitask learning across several related prediction…

multi-task-attention-networks-v2 machine learning

Multi-Task Attention Networks (Extended Study) Introduction & Motivation Multi-Task Attention Networks (Extended Study) addresses a central problem in multitask learning across…

multi-task-attention-networks-v3 machine learning

Multi-Task Attention Networks (Extended Study) Introduction & Motivation Multi-Task Attention Networks (Extended Study) addresses a central problem in multitask learning across…

multi-task-bandits machine learning

Multi-Task Bandits Introduction & Motivation Multi-Task Bandits addresses a central problem in multitask learning across several related prediction objectives: how to Jointly…

multi-task-bandits-v2 machine learning

Multi-Task Bandits (Extended Study) Introduction & Motivation Multi-Task Bandits (Extended Study) addresses a central problem in multitask learning across several related…

multi-task-bandits-v3 machine learning

Multi-Task Bandits (Extended Study) Introduction & Motivation Multi-Task Bandits (Extended Study) addresses a central problem in multitask learning across several related…

multi-task-distillation machine learning

Multi-Task Distillation Introduction & Motivation Multi-Task Distillation addresses a central problem in multitask learning across several related prediction objectives: how…

multi-task-distillation-v2 machine learning

Multi-Task Distillation (Extended Study) Introduction & Motivation Multi-Task Distillation (Extended Study) addresses a central problem in multitask learning across several…

multi-task-distillation-v3 machine learning

Multi-Task Distillation (Extended Study) Introduction & Motivation Multi-Task Distillation (Extended Study) addresses a central problem in multitask learning across several…

multi-task learning

auxiliary objectives, shared representations, task balancing, joint training

Multi-Task Learning and Auxiliary Objectives — Training Shared Representations Across Related Tasks Multi-task learning (MTL) trains a single model on multiple related tasks…

multi-task-learning-efficiency machine learning

multi-task learning efficiency and sharing, multi-task learning efficiency, learning efficiency sharing, multi-task learning, learning efficiency, efficiency sharing

Multi-Task Learning Efficiency and Sharing Introduction & Motivation Multi-Task Learning Efficiency and Sharing addresses a central problem in ml-training process control…

multi-task-learning-for-nlp machine learning

Multi-Task Learning for NLP Introduction & Motivation Multi-Task Learning for NLP addresses a central problem in multitask learning across several related prediction objectives…

multi-task-learning-for-nlp-v2 machine learning

Multi-Task Learning for NLP (Extended Study) Introduction & Motivation Multi-Task Learning for NLP (Extended Study) addresses a central problem in multitask learning across…

multi-task-learning-for-nlp-v3 machine learning

Multi-Task Learning for NLP (Extended Study) Introduction & Motivation Multi-Task Learning for NLP (Extended Study) addresses a central problem in multitask learning across…

multi-task-learning-for-speech machine learning

Multi-Task Learning for Speech Introduction & Motivation Multi-Task Learning for Speech addresses a central problem in multitask learning across several related prediction…

multi-task-learning-for-speech-v2 machine learning

Multi-Task Learning for Speech (Extended Study) Introduction & Motivation Multi-Task Learning for Speech (Extended Study) addresses a central problem in multitask learning across…

multi-task-learning-for-speech-v3 machine learning

Multi-Task Learning for Speech (Extended Study) Introduction & Motivation Multi-Task Learning for Speech (Extended Study) addresses a central problem in multitask learning across…

multi-task-learning-for-vision machine learning

Multi-Task Learning for Vision Introduction & Motivation Multi-Task Learning for Vision addresses a central problem in multitask learning across several related prediction…

multi-task-learning-for-vision-v2 machine learning

Multi-Task Learning for Vision (Extended Study) Introduction & Motivation Multi-Task Learning for Vision (Extended Study) addresses a central problem in multitask learning across…

multi-task-learning-for-vision-v3 machine learning

Multi-Task Learning for Vision (Extended Study) Introduction & Motivation Multi-Task Learning for Vision (Extended Study) addresses a central problem in multitask learning across…

multi-task-learning machine learning

Multi-Task Learning Framework Introduction & Motivation Multi-Task Learning Framework addresses a central problem in transfer learning and (target) adaptation: how to Apply…

multi-task-learning-regularization machine learning

Multi-Task Learning Regularization Introduction & Motivation Multi-Task Learning Regularization addresses a central problem in multitask learning across several related prediction…

multi-task-learning-regularization-v2 machine learning

Multi-Task Learning Regularization (Extended Study) Introduction & Motivation Multi-Task Learning Regularization (Extended Study) addresses a central problem in multitask learning…

multi-task-learning-regularization-v3 machine learning

Multi-Task Learning Regularization (Extended Study) Introduction & Motivation Multi-Task Learning Regularization (Extended Study) addresses a central problem in multitask learning…

multi task learning shared

joint training neural, hard parameter sharing, auxiliary task learning, task relationship learning

Multi-Task Learning (MTL) is the training paradigm where a single neural network is trained simultaneously on multiple related tasks (classification, detection, segmentation…

multi-task-learning-vision machine learning

multi task learning vision, multi task learning, task learning vision, multi task, task learning, learning vision

Multi Task Learning Vision Introduction & Motivation Multi Task Learning Vision addresses a central problem in vision process control and multi-task-joint-learning prediction: how…

multi-task-learning-with-conflicting-gradients machine learning

Multi-Task Learning with Conflicting Gradients Introduction & Motivation Multi-Task Learning with Conflicting Gradients addresses a central problem in multitask learning across…

multi-task-learning-with-conflicting-gradients-v2 machine learning

Multi-Task Learning with Conflicting Gradients (Extended Study) Introduction & Motivation Multi-Task Learning with Conflicting Gradients (Extended Study) addresses a central…

multi-task-learning-with-conflicting-gradients-v3 machine learning

Multi-Task Learning with Conflicting Gradients (Extended Study) Introduction & Motivation Multi-Task Learning with Conflicting Gradients (Extended Study) addresses a central…

multi-task-learning-with-knowledge-graphs machine learning

Multi-Task Learning with Knowledge Graphs Introduction & Motivation Multi-Task Learning with Knowledge Graphs addresses a central problem in multitask learning across several…

multi-task-learning-with-knowledge-graphs-v2 machine learning

Multi-Task Learning with Knowledge Graphs (Extended Study) Introduction & Motivation Multi-Task Learning with Knowledge Graphs (Extended Study) addresses a central problem…

multi-task-learning-with-knowledge-graphs-v3 machine learning

Multi-Task Learning with Knowledge Graphs (Extended Study) Introduction & Motivation Multi-Task Learning with Knowledge Graphs (Extended Study) addresses a central problem…

multi-task-learning-with-task-grouping machine learning

Multi-Task Learning with Task Grouping Introduction & Motivation Multi-Task Learning with Task Grouping addresses a central problem in multitask learning across several related…

multi-task-learning-with-task-grouping-v2 machine learning

Multi-Task Learning with Task Grouping (Extended Study) Introduction & Motivation Multi-Task Learning with Task Grouping (Extended Study) addresses a central problem in multitask…

multi-task-learning-with-task-grouping-v3 machine learning

Multi-Task Learning with Task Grouping (Extended Study) Introduction & Motivation Multi-Task Learning with Task Grouping (Extended Study) addresses a central problem in multitask…

multi-task-meta-learning machine learning

Multi-Task Meta-Learning Introduction & Motivation Multi-Task Meta-Learning addresses a central problem in multitask learning across several related prediction objectives: how…

multi-task-meta-learning-v2 machine learning

Multi-Task Meta-Learning (Extended Study) Introduction & Motivation Multi-Task Meta-Learning (Extended Study) addresses a central problem in multitask learning across several…

multi-task-meta-learning-v3 machine learning

Multi-Task Meta-Learning (Extended Study) Introduction & Motivation Multi-Task Meta-Learning (Extended Study) addresses a central problem in multitask learning across several…

multi-task-optimization-paradigm-001 machine learning

Multi-Task Optimization and Representation Learning Scheme 001 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 001 addresses a central problem…

multi-task-optimization-paradigm-002 machine learning

Multi-Task Optimization and Representation Learning Scheme 002 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 002 addresses a central problem…

multi-task-optimization-paradigm-003 machine learning

Multi-Task Optimization and Representation Learning Scheme 003 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 003 addresses a central problem…

multi-task-optimization-paradigm-004 machine learning

Multi-Task Optimization and Representation Learning Scheme 004 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 004 addresses a central problem…

multi-task-optimization-paradigm-005 machine learning

Multi-Task Optimization and Representation Learning Scheme 005 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 005 addresses a central problem…

multi-task-optimization-paradigm-006 machine learning

Multi-Task Optimization and Representation Learning Scheme 006 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 006 addresses a central problem…

multi-task-optimization-paradigm-007 machine learning

Multi-Task Optimization and Representation Learning Scheme 007 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 007 addresses a central problem…

multi-task-optimization-paradigm-008 machine learning

Multi-Task Optimization and Representation Learning Scheme 008 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 008 addresses a central problem…

multi-task-optimization-paradigm-009 machine learning

Multi-Task Optimization and Representation Learning Scheme 009 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 009 addresses a central problem…

multi-task-optimization-paradigm-010 machine learning

Multi-Task Optimization and Representation Learning Scheme 010 Introduction & Motivation Multi-Task Optimization and Representation Learning Scheme 010 addresses a central problem…