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 176200 of 3687 papers

TitleStatusHype
Deep Homography Estimation for Dynamic ScenesCode1
Allophant: Cross-lingual Phoneme Recognition with Articulatory AttributesCode1
AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction from PET/CT ImagesCode1
ELIT: Emory Language and Information ToolkitCode1
DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of ExpertsCode1
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense PredictionCode1
Denoising Task Routing for Diffusion ModelsCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic TransformationsCode1
Dual-Domain Coarse-to-Fine Progressive Estimation Network for Simultaneous Denoising, Limited-View Reconstruction, and Attenuation Correction of Cardiac SPECTCode1
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot LearningCode1
A Multi-Head Ensemble Multi-Task Learning Approach for Dynamical Computation OffloadingCode1
A Multi-task Learning Framework for Opinion Triplet ExtractionCode1
Empirical Bayes Transductive Meta-Learning with Synthetic GradientsCode1
Encoding formulas as deep networks: Reinforcement learning for zero-shot execution of LTL formulasCode1
End-to-end Emotion-Cause Pair Extraction via Learning to LinkCode1
End-to-End Multi-Task Learning with AttentionCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
A Dependency Syntactic Knowledge Augmented Interactive Architecture for End-to-End Aspect-based Sentiment AnalysisCode1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
A Multi-task Framework for Infrared Small Target Detection and SegmentationCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
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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