Multi-Task Learning

Multi-task learning aims to learn multiple different tasks simultaneously while maximizing performance on one or all of the tasks.

( Image credit: Cross-stitch Networks for Multi-task Learning )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1676–1700 of 3687 papers

Title	Date	Tasks	Status	Hype
Multi-View representation learning in Multi-Task Scene	Jan 15, 2022	Multi-Task LearningMULTI-VIEW LEARNING	—Unverified	0
Scientific Machine Learning through Physics-Informed Neural Networks: Where we are and What's next	Jan 14, 2022	Multi-Task Learning	CodeCode Available	3
A Study of Transducer based End-to-End ASR with ESPnet: Architecture, Auxiliary Loss and Decoding Strategies	Jan 14, 2022	Multi-Task Learning	—Unverified	0
Flexible Style Image Super-Resolution using Conditional Objective	Jan 13, 2022	Image Super-ResolutionMulti-Task Learning	CodeCode Available	1
Multi-task Joint Strategies of Self-supervised Representation Learning on Biomedical Networks for Drug Discovery	Jan 12, 2022	Drug DiscoveryGraph Attention	CodeCode Available	1
In Defense of the Unitary Scalarization for Deep Multi-Task Learning	Jan 11, 2022	Multi-Task LearningReinforcement Learning (RL)	CodeCode Available	1
Cross-Modal ASR Post-Processing System for Error Correction and Utterance Rejection	Jan 10, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
MaskMTL: Attribute prediction in masked facial images with deep multitask learning	Jan 9, 2022	AttributeMulti-Task Learning	CodeCode Available	0
Zero-Shot and Few-Shot Classification of Biomedical Articles in Context of the COVID-19 Pandemic	Jan 9, 2022	ArticlesMulti-Task Learning	—Unverified	0
Learning Multi-Tasks with Inconsistent Labels by using Auxiliary Big Task	Jan 7, 2022	Multi-Task Learning	—Unverified	0
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling	Jan 6, 2022	Aerial Scene ClassificationBenchmarking	—Unverified	0
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and Method	Jan 1, 2022	Multi-Task LearningSaliency Prediction	CodeCode Available	1
Learning Free Gait Transition for Quadruped Robots via Phase-Guided Controller	Jan 1, 2022	Multi-Task Learning	CodeCode Available	1
How Infinitely Wide Neural Networks Can Benefit from Multi-task Learning -- an Exact Macroscopic Characterization	Dec 31, 2021	Gaussian ProcessesL2 Regularization	CodeCode Available	0
Learning to Predict 3D Lane Shape and Camera Pose from a Single Image via Geometry Constraints	Dec 31, 2021	3D Lane DetectionAutonomous Vehicles	CodeCode Available	1
Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic Environments	Dec 31, 2021	Continual LearningDeep Learning	CodeCode Available	1
Over-the-Air Federated Multi-Task Learning Over MIMO Multiple Access Channels	Dec 27, 2021	Federated LearningMulti-Task Learning	—Unverified	0
SLIP: Self-supervision meets Language-Image Pre-training	Dec 23, 2021	Multi-Task LearningRepresentation Learning	CodeCode Available	1
Raw High-Definition Radar for Multi-Task Learning	Dec 20, 2021	Multi-Task LearningVocal Bursts Intensity Prediction	CodeCode Available	1
Improving evidential deep learning via multi-task learning	Dec 17, 2021	Deep LearningMulti-Task Learning	CodeCode Available	1
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks	Dec 16, 2021	AttributeFact Verification	CodeCode Available	1
Traffic Accident Risk Prediction via Multi-View Multi-Task Spatio-Temporal Networks	Dec 15, 2021	Multi-Task LearningPrediction	CodeCode Available	0
Database Search Results Disambiguation for Task-Oriented Dialog Systems	Dec 15, 2021	Multi-Task Learning	—Unverified	0
Multi-treatment Effect Estimation from Biomedical Data	Dec 14, 2021	Multi-Task Learning	CodeCode Available	0
ST-MTL: Spatio-Temporal Multitask Learning Model to Predict Scanpath While Tracking Instruments in Robotic Surgery	Dec 10, 2021	Computational EfficiencyMulti-Task Learning	CodeCode Available	0

Show:10 25 50

← PrevPage 68 of 148Next →

All datasets QM9 Cityscapes test NYUv2 OMNIGLOT CelebA UTKFace wireframe dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PCGrad	∆m%	125.7	—	Unverified
2	CAGrad	∆m%	112.8	—	Unverified
3	IMTL-G	∆m%	77.2	—	Unverified
4	Nash-MTL	∆m%	62	—	Unverified
5	BayesAgg-MTL	∆m%	53.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SwinMTL	mIoU	76.41	—	Unverified
2	Nash-MTL	mIoU	75.41	—	Unverified
3	MultiObjectiveOptimization	mIoU	66.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SwinMTL	Mean IoU	58.14	—	Unverified
2	Nash-MTL	Mean IoU	40.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Gumbel-Matrix Routing	Average Accuracy	93.52	—	Unverified
2	Mixture-of-Experts	Average Accuracy	92.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MGDA-UB	Error	8.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BayesAgg-MTL	delta_m	-2.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LETR	FH	83.3	—	Unverified