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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 951–1000 of 3687 papers

TitleStatusHype
CPMR: Context-Aware Incremental Sequential Recommendation with Pseudo-Multi-Task LearningCode0
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
Image Captioning with Clause-Focused Metrics in a Multi-Modal Setting for MarketingCode0
Parameter-efficient Modularised Bias Mitigation via AdapterFusionCode0
A Role-Selected Sharing Network for Joint Machine-Human Chatting Handoff and Service Satisfaction AnalysisCode0
An adaptive denoising recommendation algorithm for causal separation biasCode0
Identification of Distorted RF Components via Deep Multi-Task LearningCode0
PaRT: Parallel Learning Towards Robust and Transparent AICode0
Modular Universal Reparameterization: Deep Multi-task Learning Across Diverse DomainsCode0
iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual RecognitionCode0
Identification of Negative Transfers in Multitask Learning Using Surrogate ModelsCode0
Image Splicing Localization Using A Multi-Task Fully Convolutional Network (MFCN)Code0
Hyperparameter Auto-tuning in Self-Supervised Robotic LearningCode0
Persian Natural Language Inference: A Meta-learning approachCode0
iACOS: Advancing Implicit Sentiment Extraction with Informative and Adaptive Negative ExamplesCode0
A Late-Stage Bitemporal Feature Fusion Network for Semantic Change DetectionCode0
Hybrid Losses for Hierarchical Embedding LearningCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
Effect of Deep Transfer and Multi task Learning on Sperm Abnormality DetectionCode0
Bi-Preference Learning Heterogeneous Hypergraph Networks for Session-based RecommendationCode0
HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender RecognitionCode0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
PMGDA: A Preference-based Multiple Gradient Descent AlgorithmCode0
Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image SegmentationCode0
Convex Learning of Multiple Tasks and their StructureCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Conversion Prediction Using Multi-task Conditional Attention Networks to Support the Creation of Effective Ad CreativeCode0
Learning to Collaborate Over Graphs: A Selective Federated Multi-Task Learning ApproachCode0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
Human Keypoint Detection by Progressive Context RefinementCode0
iCAR: Bridging Image Classification and Image-text Alignment for Visual RecognitionCode0
Efficient Labelling of Affective Video Datasets via Few-Shot & Multi-Task Contrastive LearningCode0
Adversarial Training for Code Retrieval with Question-Description Relevance RegularizationCode0
Improving Neural Story Generation by Targeted Common Sense GroundingCode0
Private Multi-Task Learning: Formulation and Applications to Federated LearningCode0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature SimilarityCode0
Efficient Multitask Dense Predictor via BinarizationCode0
Progressive Translation: Improving Domain Robustness of Neural Machine Translation with Intermediate SequencesCode0
Lexicon information in neural sentiment analysis: a multi-task learning approachCode0
AP-MTL: Attention Pruned Multi-task Learning Model for Real-time Instrument Detection and Segmentation in Robot-assisted SurgeryCode0
Contrastive Modules with Temporal Attention for Multi-Task Reinforcement LearningCode0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
A Physics Informed Neural Network (PINN) Methodology for Coupled Moving Boundary PDEsCode0
HeroNet: A Hybrid Retrieval-Generation Network for Conversational BotsCode0
Continual and Multi-Task Architecture SearchCode0
A Joint Model for Definition Extraction with Syntactic Connection and Semantic ConsistencyCode0
Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property PredictionCode0
Contextual Classification Using Self-Supervised Auxiliary Models for Deep Neural NetworksCode0
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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