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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 1051–1075 of 3687 papers

TitleStatusHype
When MAML Can Adapt Fast and How to Assist When It Cannot—0
Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning—0
Decoupled Multi-task Learning with Cyclical Self-Regulation for Face Parsing—0
Addressing Limitations of State-Aware Imitation Learning for Autonomous Driving—0
Fine-Tune Longformer for Jointly Predicting Rumor Stance and Veracity—0
FisheyeMultiNet: Real-time Multi-task Learning Architecture for Surround-view Automated Parking System—0
FloorLevel-Net: Recognizing Floor-Level Lines with Height-Attention-Guided Multi-task Learning—0
Attending Generalizability in Course of Deep Fake Detection by Exploring Multi-task Learning—0
Decorrelating Semantic Visual Attributes by Resisting the Urge to Share—0
Ad Creative Discontinuation Prediction with Multi-Modal Multi-Task Neural Survival Networks—0
Deconstructing Supertagging into Multi-Task Sequence Prediction—0
Decision Making Problems with Funnel Structure: A Multi-Task Learning Approach with Application to Email Marketing Campaigns—0
A Trigger-Aware Multi-Task Learning for Chinese Event Entity Recognition—0
Few-shot Segmentation with Optimal Transport Matching and Message Flow—0
Deciphering and Optimizing Multi-Task Learning: a Random Matrix Approach—0
Deceptive Review Spam Detection via Exploiting Task Relatedness and Unlabeled Data—0
3D Hand Pose and Shape Estimation from RGB Images for Keypoint-Based Hand Gesture Recognition—0
Decentralized Multi-Task Learning Based on Extreme Learning Machines—0
Decentralized Collaborative Learning with Probabilistic Data Protection—0
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges—0
Learning to Generate Prompts for Dialogue Generation through Reinforcement Learning—0
Decentralized Collaborative Learning Framework with External Privacy Leakage Analysis—0
Dealing with negative samples with multi-task learning on span-based joint entity-relation extraction—0
A Transformer-based Threshold-Free Framework for Multi-Intent NLU—0
DCT-Centered Temporal Relation Extraction—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