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 1926–1950 of 3687 papers

TitleStatusHype
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks—0
Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners—0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression Extraction—0
Let the Model Decide its Curriculum for Multitask Learning—0
In Situ Answer Sentence Selection at Web-scale—0
Self-Supervision and Multi-Task Learning: Challenges in Fine-Grained COVID-19 Multi-Class Classification from Chest X-rays—0
A Transformer-based Threshold-Free Framework for Multi-Intent NLU—0
In-BoXBART: Get Instructions into Biomedical Multi-task Learning—0
Robust Scatterer Number Density Segmentation of Ultrasound Images—0
A Novel Multi-Task Learning Method for Symbolic Music Emotion Recognition—0
Multi-View representation learning in Multi-Task Scene—0
A Study of Transducer based End-to-End ASR with ESPnet: Architecture, Auxiliary Loss and Decoding Strategies—0
Cross-Modal ASR Post-Processing System for Error Correction and Utterance Rejection—0
Zero-Shot and Few-Shot Classification of Biomedical Articles in Context of the COVID-19 Pandemic—0
MaskMTL: Attribute prediction in masked facial images with deep multitask learningCode0
Learning Multi-Tasks with Inconsistent Labels by using Auxiliary Big Task—0
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling—0
How Infinitely Wide Neural Networks Can Benefit from Multi-task Learning -- an Exact Macroscopic CharacterizationCode0
Over-the-Air Federated Multi-Task Learning Over MIMO Multiple Access Channels—0
Database Search Results Disambiguation for Task-Oriented Dialog Systems—0
Traffic Accident Risk Prediction via Multi-View Multi-Task Spatio-Temporal NetworksCode0
Multi-treatment Effect Estimation from Biomedical DataCode0
ST-MTL: Spatio-Temporal Multitask Learning Model to Predict Scanpath While Tracking Instruments in Robotic SurgeryCode0
MTLTS: A Multi-Task Framework To Obtain Trustworthy Summaries From Crisis-Related MicroblogsCode0
Findings on Conversation Disentanglement—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