SOTAVerified

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

Showing 551600 of 3687 papers

TitleStatusHype
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
MEDIC: A Multi-Task Learning Dataset for Disaster Image ClassificationCode1
MerRec: A Large-scale Multipurpose Mercari Dataset for Consumer-to-Consumer Recommendation SystemsCode1
DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of ExpertsCode1
Compressed Context Memory For Online Language Model InteractionCode1
DaWin: Training-free Dynamic Weight Interpolation for Robust AdaptationCode1
RetinaFace: Single-stage Dense Face Localisation in the WildCode1
Meta-Learning in Neural Networks: A SurveyCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
Learning Free Gait Transition for Quadruped Robots via Phase-Guided ControllerCode1
Mining the Benefits of Two-stage and One-stage HOI DetectionCode1
MISS: A Generative Pretraining and Finetuning Approach for Med-VQACode1
Learning to Relate Depth and Semantics for Unsupervised Domain AdaptationCode1
MMER: Multimodal Multi-task Learning for Speech Emotion RecognitionCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
DeepCVA: Automated Commit-level Vulnerability Assessment with Deep Multi-task LearningCode1
M3Net: Multimodal Multi-task Learning for 3D Detection, Segmentation, and Occupancy Prediction in Autonomous DrivingCode1
DeepMTS: Deep Multi-task Learning for Survival Prediction in Patients with Advanced Nasopharyngeal Carcinoma using Pretreatment PET/CTCode1
AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction from PET/CT ImagesCode1
MTLB-STRUCT @PARSEME 2020: Capturing Unseen Multiword Expressions Using Multi-task Learning and Pre-trained Masked Language ModelsCode1
Magnitude Invariant Parametrizations Improve Hypernetwork LearningCode1
Molecular Representation Learning via Heterogeneous Motif Graph Neural NetworksCode1
Deep Multi-Task Learning for SSVEP Detection and Visual Response MappingCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Burst2Vec: An Adversarial Multi-Task Approach for Predicting Emotion, Age, and Origin from Vocal BurstsCode0
Label Hierarchy Transition: Delving into Class Hierarchies to Enhance Deep ClassifiersCode0
Building a Dialogue Corpus Annotated with Expressed and Experienced EmotionsCode0
An Attention-based Graph Neural Network for Heterogeneous Structural LearningCode0
Simplified and Unified Analysis of Various Learning Problems by Reduction to Multiple-Instance LearningCode0
Killing Four Birds with Two Stones: Multi-Task Learning for Non-Literal Language DetectionCode0
Knowing Earlier what Right Means to You: A Comprehensive VQA Dataset for Grounding Relative Directions via Multi-Task LearningCode0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and RelationsCode0
Joint Training on Multiple Datasets With Inconsistent Labeling Criteria for Facial Expression RecognitionCode0
JPAVE: A Generation and Classification-based Model for Joint Product Attribute Prediction and Value ExtractionCode0
Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View SynthesisCode0
Joint Prediction of Meningioma Grade and Brain Invasion via Task-Aware Contrastive LearningCode0
Knowledge-Empowered Representation Learning for Chinese Medical Reading Comprehension: Task, Model and ResourcesCode0
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian ReviewsCode0
Joint Iris Segmentation and Localization Using Deep Multi-task Learning FrameworkCode0
Restoring Images with Unknown Degradation Factors by Recurrent Use of a Multi-branch NetworkCode0
Boundary-aware Context Neural Network for Medical Image SegmentationCode0
Adversarial Training for Code Retrieval with Question-Description Relevance RegularizationCode0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
Joint Acne Image Grading and Counting via Label Distribution LearningCode0
Joint Alignment of Multi-Task Feature and Label Spaces for Emotion Cause Pair ExtractionCode0
Adversarial Robustness in Multi-Task Learning: Promises and IllusionsCode0
Joint CTC-Attention based End-to-End Speech Recognition using Multi-task LearningCode0
Beyond task success: A closer look at jointly learning to see, ask, and GuessWhatCode0
High-order Joint Constituency and Dependency ParsingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified