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

Showing 76100 of 3687 papers

TitleStatusHype
An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment AnalysisCode1
An Investigation of End-to-End Models for Robust Speech RecognitionCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
Annotating Columns with Pre-trained Language ModelsCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Anomaly Detection in Video via Self-Supervised and Multi-Task LearningCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series DataCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
An Effective System for Multi-format Information ExtractionCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified