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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 1551–1600 of 3687 papers

TitleStatusHype
Multi-Task Learning for Sparsity Pattern Heterogeneity: Statistical and Computational PerspectivesCode0
FewFedWeight: Few-shot Federated Learning Framework across Multiple NLP Tasks—0
Mod-Squad: Designing Mixture of Experts As Modular Multi-Task Learners—0
Multi-task Learning for Cross-Lingual Sentiment AnalysisCode0
Hierarchical Over-the-Air FedGradNorm—0
Egocentric Video Task Translation—0
Body Segmentation Using Multi-task Learning—0
Do Text-to-Text Multi-Task Learners Suffer from Task Conflict?Code0
InferEM: Inferring the Speaker's Intention for Empathetic Dialogue Generation—0
An Ensemble Method to Automatically Grade Diabetic Retinopathy with Optical Coherence Tomography Angiography Images—0
Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor DecompositionCode0
Multi-task Learning for Personal Health Mention Detection on Social Media—0
Tree DNN: A Deep Container Network—0
Statistical mechanics of continual learning: variational principle and mean-field potentialCode0
Few-Shot Preference Learning for Human-in-the-Loop RL—0
Auxiliary Quantile Forecasting with Linear NetworksCode0
Speech MOS multi-task learning and rater bias correction—0
On the Energy and Communication Efficiency Tradeoffs in Federated and Multi-Task Learning—0
Optical multi-task learning using multi-wavelength diffractive deep neural networks—0
MMSpeech: Multi-modal Multi-task Encoder-Decoder Pre-training for Speech Recognition—0
Generalized Face Anti-Spoofing via Multi-Task Learning and One-Side Meta Triplet Loss—0
Semisoft Task Clustering for Multi-Task Learning—0
Découvrir de nouvelles classes dans des données tabulairesCode0
AdaTask: A Task-aware Adaptive Learning Rate Approach to Multi-task Learning—0
Task-Aware Asynchronous Multi-Task Model with Class Incremental Contrastive Learning for Surgical Scene UnderstandingCode0
Synergies between Disentanglement and Sparsity: Generalization and Identifiability in Multi-Task LearningCode0
Group Buying Recommendation Model Based on Multi-task LearningCode0
Improving Multi-task Learning via Seeking Task-based Flat Regions—0
Mitigating Negative Transfer in Multi-Task Learning with Exponential Moving Average Loss Weighting Strategies—0
An Emotion-Aware Multi-Task Approach to Fake News and Rumour Detection using Transfer Learning—0
From Node Interaction to Hop Interaction: New Effective and Scalable Graph Learning ParadigmCode0
PartAL: Efficient Partial Active Learning in Multi-Task Visual Settings—0
Enhancing Crisis-Related Tweet Classification with Entity-Masked Language Modeling and Multi-Task LearningCode0
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning—0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart CitiesCode0
MIMT: Multi-Illuminant Color Constancy via Multi-Task Local Surface and Light Color Learning—0
Cross-Stitched Multi-task Dual Recursive Networks for Unified Single Image Deraining and DesnowingCode0
Improving the Robustness of DistilHuBERT to Unseen Noisy Conditions via Data Augmentation, Curriculum Learning, and Multi-Task Enhancement—0
Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive TranslatorsCode0
Enhancing and Adversarial: Improve ASR with Speaker Labels—0
A Unified Analysis of Multi-task Functional Linear Regression Models with Manifold Constraint and Composite Quadratic Penalty—0
Egocentric Audio-Visual Noise Suppression—0
Multi-Task Learning Framework for Extracting Emotion Cause Span and Entailment in ConversationsCode0
Exploiting Transformer-based Multitask Learning for the Detection of Media Bias in News Articles—0
Preserving background sound in noise-robust voice conversion via multi-task learning—0
Real-Time Joint Personalized Speech Enhancement and Acoustic Echo Cancellation—0
Multi-task Learning for Source Attribution and Field Reconstruction for Methane Monitoring—0
SpeechBlender: Speech Augmentation Framework for Mispronunciation Data Generation—0
Effective Cross-Task Transfer Learning for Explainable Natural Language Inference with T5Code0
TFormer: 3D Tooth Segmentation in Mesh Scans with Geometry Guided Transformer—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