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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 1251–1300 of 3687 papers

TitleStatusHype
M3FPolypSegNet: Segmentation Network with Multi-frequency Feature Fusion for Polyp Localization in Colonoscopy Images—0
Boosting Facial Action Unit Detection Through Jointly Learning Facial Landmark Detection and Domain Separation and Reconstruction—0
Unbiased and Robust: External Attention-enhanced Graph Contrastive Learning for Cross-domain Sequential RecommendationCode0
UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions—0
Attention-based Multi-task Learning for Base Editor Outcome Prediction—0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuseCode0
Fine-tuned vs. Prompt-tuned Supervised Representations: Which Better Account for Brain Language Representations?—0
ScaLearn: Simple and Highly Parameter-Efficient Task Transfer by Learning to ScaleCode0
Progressive DeepSSM: Training Methodology for Image-To-Shape Deep Models—0
Finger-UNet: A U-Net based Multi-Task Architecture for Deep Fingerprint Enhancement—0
Glioma subtype classification from histopathological images using in-domain and out-of-domain transfer learning: An experimental study—0
Distill Knowledge in Multi-task Reinforcement Learning with Optimal-Transport Regularization—0
V2X-Lead: LiDAR-based End-to-End Autonomous Driving with Vehicle-to-Everything Communication Integration—0
Conversion of single-energy computed tomography to parametric maps of dual-energy computed tomography using convolutional neural network—0
SOFARI: High-Dimensional Manifold-Based Inference—0
Multi-Task Learning For Reduced Popularity Bias In Multi-Territory Video Recommendations—0
PI-RADS v2 Compliant Automated Segmentation of Prostate Zones Using co-training Motivated Multi-task Dual-Path CNN—0
A Real-Time Multi-Task Learning System for Joint Detection of Face, Facial Landmark and Head Pose—0
High-order Joint Constituency and Dependency ParsingCode0
Multi-Task Cooperative Learning via Searching for Flat Minima—0
Named Entity Recognition via Machine Reading Comprehension: A Multi-Task Learning ApproachCode0
Incorporating Singletons and Mention-based Features in Coreference Resolution via Multi-task Learning for Better GeneralizationCode0
Deep Mutual Learning across Task Towers for Effective Multi-Task Recommender Learning—0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
Task Selection and Assignment for Multi-modal Multi-task Dialogue Act Classification with Non-stationary Multi-armed Bandits—0
Dealing with negative samples with multi-task learning on span-based joint entity-relation extraction—0
Non-Intrusive Speech Intelligibility Prediction for Hearing Aids using Whisper and Metadata—0
A Heterogeneous Graph-Based Multi-Task Learning for Fault Event Diagnosis in Smart Grid—0
RADE: Reference-Assisted Dialogue Evaluation for Open-Domain Dialogue—0
One-stage Modality Distillation for Incomplete Multimodal Learning—0
Towards Word-Level End-to-End Neural Speaker Diarization with Auxiliary Network—0
A Multi-task Learning Framework for Drone State Identification and Trajectory Prediction—0
Learning from Auxiliary Sources in Argumentative Revision Classification—0
Getting More for Less: Using Weak Labels and AV-Mixup for Robust Audio-Visual Speaker Verification—0
Hierarchical Multi-Task Learning Framework for Session-based Recommendations—0
Self-Training and Multi-Task Learning for Limited Data: Evaluation Study on Object Detection—0
MatSciML: A Broad, Multi-Task Benchmark for Solid-State Materials Modeling—0
Phase-Specific Augmented Reality Guidance for Microscopic Cataract Surgery Using Long-Short Spatiotemporal Aggregation Transformer—0
Continual Robot Learning using Self-Supervised Task Inference—0
CPMR: Context-Aware Incremental Sequential Recommendation with Pseudo-Multi-Task LearningCode0
Cross-Task Attention Network: Improving Multi-Task Learning for Medical Imaging Applications—0
MyoDex: A Generalizable Prior for Dexterous Manipulation—0
Geo-Encoder: A Chunk-Argument Bi-Encoder Framework for Chinese Geographic Re-RankingCode0
Multitask Deep Learning for Accurate Risk Stratification and Prediction of Next Steps for Coronary CT Angiography Patients—0
Improving Mandarin Prosodic Structure Prediction with Multi-level Contextual Information—0
Improving Small Footprint Few-shot Keyword Spotting with Supervision on Auxiliary Data—0
Alleviating Video-Length Effect for Micro-video Recommendation—0
Post-Hoc Explainability of BI-RADS Descriptors in a Multi-task Framework for Breast Cancer Detection and Segmentation—0
Revisiting Scalarization in Multi-Task Learning: A Theoretical Perspective—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