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 1501–1550 of 3687 papers

TitleStatusHype
Over-the-Air Federated Multi-Task Learning via Model Sparsification and Turbo Compressed Sensing—0
ConceptDistil: Model-Agnostic Distillation of Concept Explanations—0
Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation AssessmentCode1
Explaining the Effectiveness of Multi-Task Learning for Efficient Knowledge Extraction from Spine MRI Reports—0
What is Right for Me is Not Yet Right for You: A Dataset for Grounding Relative Directions via Multi-Task LearningCode0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression ExtractionCode0
Improving Dual-Microphone Speech Enhancement by Learning Cross-Channel Features with Multi-Head Attention—0
Variation-cognizant Probabilistic Power Flow Analysis via Multi-task Learning—0
Findings of the Shared Task on Multi-task Learning in Dravidian Languages—0
Structural Supervision for Word Alignment and Machine Translation—0
Auxiliary Learning for Named Entity Recognition with Multiple Auxiliary Biomedical Training Data—0
MTL-SLT: Multi-Task Learning for Spoken Language Tasks—0
Improving Multiple Documents Grounded Goal-Oriented Dialog Systems via Diverse Knowledge Enhanced Pretrained Language Model—0
MetaWeighting: Learning to Weight Tasks in Multi-Task Learning—0
Hierarchical Multi-task learning framework for Isometric-Speech Language TranslationCode0
MTRec: Multi-Task Learning over BERT for News RecommendationCode0
Constrained Multi-Task Learning for Bridging ResolutionCode0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity Recognition—0
Uncertainty Regularized Multi-Task Learning—0
Q-Learning Scheduler for Multi Task Learning Through the use of Histogram of Task Uncertainty—0
Comparing Encoder-Only and Encoder-Decoder Transformers for Relation Extraction from Biomedical Texts: An Empirical Study on Ten Benchmark Datasets—0
Multi-task Learning for Paraphrase Generation With Keyword and Part-of-Speech Reconstruction—0
SURREY-CTS-NLP at WASSA2022: An Experiment of Discourse and Sentiment Analysis for the Prediction of Empathy, Distress and Emotion—0
Crude Oil-related Events Extraction and Processing: A Transfer Learning Approach—0
FairSR: Fairness-aware Sequential Recommendation through Multi-Task Learning with Preference Graph Embeddings—0
Task Embedding Temporal Convolution Networks for Transfer Learning Problems in Renewable Power Time-Series ForecastCode0
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication AwarenessCode0
UniTE: Unified Translation EvaluationCode1
Multi-task learning improves synthetic speech detectionCode0
Human-Centered Prior-Guided and Task-Dependent Multi-Task Representation Learning for Action Recognition Pre-Training—0
Multi-task Learning-based CSI Feedback Design in Multiple Scenarios—0
SkillSpan: Hard and Soft Skill Extraction from English Job PostingsCode1
SkillNet-NLG: General-Purpose Natural Language Generation with a Sparsely Activated Approach—0
Hierarchical Bayesian Modelling for Knowledge Transfer Across Engineering Fleets via Multitask LearningCode1
Multi-task Learning for Concurrent Prediction of Thermal Comfort, Sensation, and Preference—0
It Takes Two Flints to Make a Fire: Multitask Learning of Neural Relation and Explanation ClassifiersCode0
"Think Before You Speak": Improving Multi-Action Dialog Policy by Planning Single-Action DialogsCode0
Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning—0
iCAR: Bridging Image Classification and Image-text Alignment for Visual RecognitionCode0
Multi-task Deep Neural Networks for Massive MIMO CSI Feedback—0
Towards Unification of Discourse Annotation Frameworks—0
Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners—0
UniGDD: A Unified Generative Framework for Goal-Oriented Document-Grounded DialogueCode0
In-BoXBART: Get Instructions into Biomedical Multi-Task LearningCode2
A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender SystemsCode0
Leveraging convergence behavior to balance conflicting tasks in multi-task learningCode1
End-to-end Autonomous Driving with Semantic Depth Cloud Mapping and Multi-agentCode1
Medusa: Universal Feature Learning via Attentional Multitasking—0
Learning heuristics for A*—0
Improving Few-Shot Part Segmentation using Coarse Supervision—0
Show:102550
← PrevPage 31 of 74Next →
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