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 701750 of 3687 papers

TitleStatusHype
MTLTS: A Multi-Task Framework To Obtain Trustworthy Summaries From Crisis-Related MicroblogsCode0
Joint Alignment of Multi-Task Feature and Label Spaces for Emotion Cause Pair ExtractionCode0
A Multi-lingual Multi-task Architecture for Low-resource Sequence LabelingCode0
Joint CTC-Attention based End-to-End Speech Recognition using Multi-task LearningCode0
Joint Acne Image Grading and Counting via Label Distribution LearningCode0
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive LearningCode0
Achievement-Based Training Progress Balancing for Multi-Task LearningCode0
Attentive Task Interaction Network for Multi-Task LearningCode0
A Modulation Module for Multi-task Learning with Applications in Image RetrievalCode0
Joint Iris Segmentation and Localization Using Deep Multi-task Learning FrameworkCode0
Intrinsically Motivated Open-Ended Multi-Task Learning Using Transfer Learning to Discover Task HierarchyCode0
Attentive History Selection for Conversational Question AnsweringCode0
High-order Joint Constituency and Dependency ParsingCode0
Interpetable Target-Feature Aggregation for Multi-Task Learning based on Bias-Variance AnalysisCode0
Internal-transfer Weighting of Multi-task Learning for Lung Cancer DetectionCode0
Interpreting and Exploiting Functional Specialization in Multi-Head Attention under Multi-task LearningCode0
Is POS Tagging Necessary or Even Helpful for Neural Dependency Parsing?Code0
A Method for Discovering Novel Classes in Tabular DataCode0
Multi-task Learning for Influence Estimation and MaximizationCode0
Instruction Tuned Models are Quick LearnersCode0
DeePathology: Deep Multi-Task Learning for Inferring Molecular Pathology from Cancer TranscriptomeCode0
Decoupled Classification Refinement: Hard False Positive Suppression for Object DetectionCode0
Attention-Augmented End-to-End Multi-Task Learning for Emotion Prediction from SpeechCode0
How Infinitely Wide Neural Networks Can Benefit from Multi-task Learning -- an Exact Macroscopic CharacterizationCode0
It Takes Two Flints to Make a Fire: Multitask Learning of Neural Relation and Explanation ClassifiersCode0
A Deep Convolutional Neural Networks Based Multi-Task Ensemble Model for Aspect and Polarity Classification in Persian ReviewsCode0
Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person SearchCode0
Incomplete Utterance Rewriting with Editing Operation Guidance and Utterance AugmentationCode0
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-TuningCode0
A Match Made in Heaven: A Multi-task Framework for Hyperbole and Metaphor DetectionCode0
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
A Tree-Structured Multi-Task Model RecommenderCode0
Improving Sentiment Analysis with Multi-task Learning of NegationCode0
Accurate Word Alignment Induction from Neural Machine TranslationCode0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart CitiesCode0
Improving Robustness of Neural Machine Translation with Multi-task LearningCode0
Incorporating Singletons and Mention-based Features in Coreference Resolution via Multi-task Learning for Better GeneralizationCode0
Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled DataCode0
Découvrir de nouvelles classes dans des données tabulairesCode0
Attention-based multi-task learning for speech-enhancement and speaker-identification in multi-speaker dialogue scenarioCode0
Improving End-to-End Text Image Translation From the Auxiliary Text Translation TaskCode0
Specializing Unsupervised Pretraining Models for Word-Level Semantic SimilarityCode0
Integrating Form and Meaning: A Multi-Task Learning Model for Acoustic Word EmbeddingsCode0
Deep Cascade Multi-task Learning for Slot Filling in Online Shopping AssistantCode0
DeepChest: Dynamic Gradient-Free Task Weighting for Effective Multi-Task Learning in Chest X-ray ClassificationCode0
Improving Neural Story Generation by Targeted Common Sense GroundingCode0
Deep CNN-based Multi-task Learning for Open-Set RecognitionCode0
DCID: Deep Canonical Information DecompositionCode0
Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural NetworksCode0
Improved Abdominal Multi-Organ Segmentation via 3D Boundary-Constrained Deep Neural NetworksCode0
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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