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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1001–1025 of 3687 papers

TitleStatusHype
A Physics Informed Neural Network (PINN) Methodology for Coupled Moving Boundary PDEsCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
Continual and Multi-Task Architecture SearchCode0
A Joint Model for Definition Extraction with Syntactic Connection and Semantic ConsistencyCode0
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-ExpertsCode0
Residual Multi-Task Learner for Applied RankingCode0
Contextual Classification Using Self-Supervised Auxiliary Models for Deep Neural NetworksCode0
Hierarchical Multi-task learning framework for Isometric-Speech Language TranslationCode0
Context-aware Multi-task Learning for Pedestrian Intent and Trajectory PredictionCode0
Context-Aware Embeddings for Automatic Art AnalysisCode0
Revisiting the Loss Weight Adjustment in Object DetectionCode0
A Joint Many-Task Model: Growing a Neural Network for Multiple NLP TasksCode0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
Emo2Vec: Learning Generalized Emotion Representation by Multi-task TrainingCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Constructing Multiple Tasks for Augmentation: Improving Neural Image Classification With K-means FeaturesCode0
Emotion-Infused Models for Explainable Psychological Stress DetectionCode0
Multi-Task Learning Framework for Emotion Recognition in-the-wildCode0
AnywhereDoor: Multi-Target Backdoor Attacks on Object DetectionCode0
HeroNet: A Hybrid Retrieval-Generation Network for Conversational BotsCode0
Burst2Vec: An Adversarial Multi-Task Approach for Predicting Emotion, Age, and Origin from Vocal BurstsCode0
EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different DatasetsCode0
Constrained Multi-Task Learning for Event Coreference ResolutionCode0
Constrained Multi-Task Learning for Bridging ResolutionCode0
AnywhereDoor: Multi-Target Backdoor Attacks on Object DetectionCode0
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All datasetsQM9Cityscapes testNYUv2OMNIGLOTCelebAUTKFacewireframe dataset

Benchmark Results

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