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 1576–1600 of 3687 papers

TitleStatusHype
Synergies between Disentanglement and Sparsity: Generalization and Identifiability in Multi-Task LearningCode0
Group Buying Recommendation Model Based on Multi-task LearningCode0
Improving Multi-task Learning via Seeking Task-based Flat Regions—0
Mitigating Negative Transfer in Multi-Task Learning with Exponential Moving Average Loss Weighting Strategies—0
An Emotion-Aware Multi-Task Approach to Fake News and Rumour Detection using Transfer Learning—0
From Node Interaction to Hop Interaction: New Effective and Scalable Graph Learning ParadigmCode0
PartAL: Efficient Partial Active Learning in Multi-Task Visual Settings—0
Enhancing Crisis-Related Tweet Classification with Entity-Masked Language Modeling and Multi-Task LearningCode0
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning—0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart CitiesCode0
MIMT: Multi-Illuminant Color Constancy via Multi-Task Local Surface and Light Color Learning—0
Cross-Stitched Multi-task Dual Recursive Networks for Unified Single Image Deraining and DesnowingCode0
Improving the Robustness of DistilHuBERT to Unseen Noisy Conditions via Data Augmentation, Curriculum Learning, and Multi-Task Enhancement—0
Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive TranslatorsCode0
Enhancing and Adversarial: Improve ASR with Speaker Labels—0
A Unified Analysis of Multi-task Functional Linear Regression Models with Manifold Constraint and Composite Quadratic Penalty—0
Egocentric Audio-Visual Noise Suppression—0
Multi-Task Learning Framework for Extracting Emotion Cause Span and Entailment in ConversationsCode0
Exploiting Transformer-based Multitask Learning for the Detection of Media Bias in News Articles—0
Preserving background sound in noise-robust voice conversion via multi-task learning—0
Real-Time Joint Personalized Speech Enhancement and Acoustic Echo Cancellation—0
Multi-task Learning for Source Attribution and Field Reconstruction for Methane Monitoring—0
SpeechBlender: Speech Augmentation Framework for Mispronunciation Data Generation—0
Effective Cross-Task Transfer Learning for Explainable Natural Language Inference with T5Code0
TFormer: 3D Tooth Segmentation in Mesh Scans with Geometry Guided Transformer—0
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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