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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

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Showing 2001–2050 of 3687 papers

TitleStatusHype
Speaker- and Age-Invariant Training for Child Acoustic Modeling Using Adversarial Multi-Task Learning—0
Speaker-Distinguishable CTC: Learning Speaker Distinction Using CTC for Multi-Talker Speech Recognition—0
Speaker Identity Preservation in Dysarthric Speech Reconstruction by Adversarial Speaker Adaptation—0
Speaker-Independent Dysarthria Severity Classification using Self-Supervised Transformers and Multi-Task Learning—0
Speaker-Invariant Training via Adversarial Learning—0
Speech as a Multimodal Digital Phenotype for Multi-Task LLM-based Mental Health Prediction—0
SpeechBlender: Speech Augmentation Framework for Mispronunciation Data Generation—0
Speech Emotion: Investigating Model Representations, Multi-Task Learning and Knowledge Distillation—0
Speech enhancement aided end-to-end multi-task learning for voice activity detection—0
Improving Speech Enhancement Performance by Leveraging Contextual Broad Phonetic Class Information—0
Speech Enhancement using Self-Adaptation and Multi-Head Self-Attention—0
Speech MOS multi-task learning and rater bias correction—0
Speech Representation Learning Through Self-supervised Pretraining And Multi-task Finetuning—0
SpeechX: Neural Codec Language Model as a Versatile Speech Transformer—0
SpinMultiNet: Neural Network Potential Incorporating Spin Degrees of Freedom with Multi-Task Learning—0
Spoofing-Aware Speaker Verification Robust Against Domain and Channel Mismatches—0
Spotlight: Mobile UI Understanding using Vision-Language Models with a Focus—0
SSMTL++: Revisiting Self-Supervised Multi-Task Learning for Video Anomaly Detection—0
Stability of Multi-Task Kernel Regression Algorithms—0
Stable and Effective One-Step Method for Person Search—0
Stance Detection in Code-Mixed Hindi-English Social Media Data using Multi-Task Learning—0
STAN: Stage-Adaptive Network for Multi-Task Recommendation by Learning User Lifecycle-Based Representation—0
Star+: A New Multi-Domain Model for CTR Prediction—0
Stem-driven Language Models for Morphologically Rich Languages—0
Stepback: Enhanced Disentanglement for Voice Conversion via Multi-Task Learning—0
Stochastic DCA for minimizing a large sum of DC functions with application to Multi-class Logistic Regression—0
Stochastic Filter Groups for Multi-Task CNNs: Learning Specialist and Generalist Convolution Kernels—0
Stochastic Variational Deep Kernel Learning—0
Stock Index Prediction with Multi-task Learning and Word Polarity Over Time—0
Structural Supervision for Word Alignment and Machine Translation—0
Structure-aware Fine-tuning for Code Pre-trained Models—0
Structure-Aware Transformer Policy for Inhomogeneous Multi-Task Reinforcement Learning—0
Structured and Localized Image Restoration—0
Structured low-rank matrix learning: algorithms and applications—0
Structure-Preserving Image Super-resolution via Contextualized Multi-task Learning—0
Student Customized Knowledge Distillation: Bridging the Gap Between Student and Teacher—0
Style-transfer based Speech and Audio-visual Scene Understanding for Robot Action Sequence Acquisition from Videos—0
Subspace Chronicles: How Linguistic Information Emerges, Shifts and Interacts during Language Model Training—0
SUDA-Alibaba at MRP 2019: Graph-Based Models with BERT—0
SUM: Suboptimal Unitary Multi-task Learning Framework for Spatiotemporal Data Prediction—0
Supervised Chorus Detection for Popular Music Using Convolutional Neural Network and Multi-task Learning—0
Supervised Treebank Conversion: Data and Approaches—0
Surpassing Human-Level Face Verification Performance on LFW with GaussianFace—0
SURREY-CTS-NLP at WASSA2022: An Experiment of Discourse and Sentiment Analysis for the Prediction of Empathy, Distress and Emotion—0
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods—0
Swiss Army Knife: Synergizing Biases in Knowledge from Vision Foundation Models for Multi-Task Learning—0
SwitchMT: An Adaptive Context Switching Methodology for Scalable Multi-Task Learning in Intelligent Autonomous Agents—0
Symbiotic Cooperation for Web Agents: Harnessing Complementary Strengths of Large and Small LLMs—0
SymmetryNet: Learning to Predict Reflectional and Rotational Symmetries of 3D Shapes from Single-View RGB-D Images—0
Synchronous Dual Network with Cross-Type Attention for Joint Entity and Relation Extraction—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