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 701725 of 3687 papers

TitleStatusHype
Augmenting Biomedical Named Entity Recognition with General-domain ResourcesCode0
Integrating Form and Meaning: A Multi-Task Learning Model for Acoustic Word EmbeddingsCode0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
Instruction Tuned Models are Quick LearnersCode0
Internal-transfer Weighting of Multi-task Learning for Lung Cancer DetectionCode0
Is POS Tagging Necessary or Even Helpful for Neural Dependency Parsing?Code0
Restoring Images with Unknown Degradation Factors by Recurrent Use of a Multi-branch NetworkCode0
Incorporating Singletons and Mention-based Features in Coreference Resolution via Multi-task Learning for Better GeneralizationCode0
A Multi-lingual Multi-task Architecture for Low-resource Sequence LabelingCode0
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive LearningCode0
Achievement-Based Training Progress Balancing for Multi-Task LearningCode0
Incomplete Utterance Rewriting with Editing Operation Guidance and Utterance AugmentationCode0
Attentive Task Interaction Network for Multi-Task LearningCode0
A Modulation Module for Multi-task Learning with Applications in Image RetrievalCode0
Attentive History Selection for Conversational Question AnsweringCode0
Improving Sentiment Analysis with Multi-task Learning of NegationCode0
Improving Relation Extraction by Leveraging Knowledge Graph Link PredictionCode0
Improving Neural Story Generation by Targeted Common Sense GroundingCode0
Improving Robustness of Neural Machine Translation with Multi-task LearningCode0
A Method for Discovering Novel Classes in Tabular DataCode0
Attention-based multi-task learning for speech-enhancement and speaker-identification in multi-speaker dialogue scenarioCode0
Attention-Augmented End-to-End Multi-Task Learning for Emotion Prediction from SpeechCode0
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-TuningCode0
DeePathology: Deep Multi-Task Learning for Inferring Molecular Pathology from Cancer TranscriptomeCode0
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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