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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 351–400 of 3687 papers

TitleStatusHype
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi SensingCode1
Incorporating Commonsense Knowledge into Story Ending Generation via Heterogeneous Graph NetworksCode1
Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based RecommendationCode1
Allophant: Cross-lingual Phoneme Recognition with Articulatory AttributesCode1
InQSS: a speech intelligibility and quality assessment model using a multi-task learning networkCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose EstimationCode1
Joint-Task Regularization for Partially Labeled Multi-Task LearningCode1
JPerceiver: Joint Perception Network for Depth, Pose and Layout Estimation in Driving ScenesCode1
AdaMerging: Adaptive Model Merging for Multi-Task LearningCode1
Kungfupanda at SemEval-2020 Task 12: BERT-Based Multi-Task Learning for Offensive Language DetectionCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Label-Efficient Multi-Task Segmentation using Contrastive LearningCode1
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft PromptsCode1
Achelous++: Power-Oriented Water-Surface Panoptic Perception Framework on Edge Devices based on Vision-Radar Fusion and Pruning of Heterogeneous ModalitiesCode1
A Unified Span-Based Approach for Opinion Mining with Syntactic ConstituentsCode1
LEAF: A Benchmark for Federated SettingsCode1
Bayesian Uncertainty for Gradient Aggregation in Multi-Task LearningCode1
Learning Free Gait Transition for Quadruped Robots via Phase-Guided ControllerCode1
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment AnalysisCode1
Learning Multiple Dense Prediction Tasks from Partially Annotated DataCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
Learning to Generate Semantic Layouts for Higher Text-Image Correspondence in Text-to-Image SynthesisCode1
Learning to Predict 3D Lane Shape and Camera Pose from a Single Image via Geometry ConstraintsCode1
Learning to Relate Depth and Semantics for Unsupervised Domain AdaptationCode1
A Multi-Head Ensemble Multi-Task Learning Approach for Dynamical Computation OffloadingCode1
Audio-Visual Deception Detection: DOLOS Dataset and Parameter-Efficient Crossmodal LearningCode1
Leveraging convergence behavior to balance conflicting tasks in multi-task learningCode1
Leveraging Language Representation for Material Recommendation, Ranking, and ExplorationCode1
Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report GenerationCode1
Look\&Listen: Multi-Modal Correlation Learning for Active Speaker Detection and Speech EnhancementCode1
CTIN: Robust Contextual Transformer Network for Inertial NavigationCode1
M2GRL: A Multi-task Multi-view Graph Representation Learning Framework for Web-scale Recommender SystemsCode1
DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of ExpertsCode1
Many Hands Make Light Work: Using Essay Traits to Automatically Score EssaysCode1
MATINF: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and SummarizationCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Beyond expectation: Deep joint mean and quantile regression for spatio-temporal problemsCode1
A Dependency Syntactic Knowledge Augmented Interactive Architecture for End-to-End Aspect-based Sentiment AnalysisCode1
MetaBEV: Solving Sensor Failures for BEV Detection and Map SegmentationCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
Compressed Context Memory For Online Language Model InteractionCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
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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