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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

Showing 301350 of 3687 papers

TitleStatusHype
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based RecommendationCode1
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityCode1
Heterogeneous Multi-task Learning with Expert DiversityCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
Hierarchical Document Refinement for Long-context Retrieval-augmented GenerationCode1
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear ModulationCode1
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
HiNet: Novel Multi-Scenario & Multi-Task Learning with Hierarchical Information ExtractionCode1
Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic SegmentationCode1
A Paragraph-level Multi-task Learning Model for Scientific Fact-VerificationCode1
Causal Inference for Chatting HandoffCode1
APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task LearningCode1
How emotional are you? Neural Architectures for Emotion Intensity Prediction in MicroblogsCode1
APGL4SR: A Generic Framework with Adaptive and Personalized Global Collaborative Information in Sequential RecommendationCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
AutoMTL: A Programming Framework for Automating Efficient Multi-Task LearningCode1
Auto-Lambda: Disentangling Dynamic Task RelationshipsCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
FedCL: Federated Multi-Phase Curriculum Learning to Synchronously Correlate User HeterogeneityCode1
A Large Scale Search Dataset for Unbiased Learning to RankCode1
A Recurrent Vision-and-Language BERT for NavigationCode1
AdaMerging: Adaptive Model Merging for Multi-Task LearningCode1
Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task LearningCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
A Unified Span-Based Approach for Opinion Mining with Syntactic ConstituentsCode1
Indoor Scene Recognition in 3DCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
Compressed Context Memory For Online Language Model InteractionCode1
Ditto: Fair and Robust Federated Learning Through PersonalizationCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose EstimationCode1
Global-Reasoned Multi-Task Learning Model for Surgical Scene UnderstandingCode1
Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement LearningCode1
Adaptive Transfer Learning on Graph Neural NetworksCode1
Knowledge Distillation for Multi-task LearningCode1
Hierarchical Bayesian Modelling for Knowledge Transfer Across Engineering Fleets via Multitask LearningCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
Lane Detection in Low-light Conditions Using an Efficient Data Enhancement : Light Conditions Style TransferCode1
AdaRank: Adaptive Rank Pruning for Enhanced Model MergingCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Extraction of cropland field parcels with high resolution remote sensing using multi-task learningCode1
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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