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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 151200 of 3687 papers

TitleStatusHype
360 Depth Estimation in the Wild -- The Depth360 Dataset and the SegFuse NetworkCode1
DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot LearningCode1
ELIT: Emory Language and Information ToolkitCode1
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
DESCN: Deep Entire Space Cross Networks for Individual Treatment Effect EstimationCode1
DisCor: Corrective Feedback in Reinforcement Learning via Distribution CorrectionCode1
A Recurrent Vision-and-Language BERT for NavigationCode1
DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of ExpertsCode1
A Large Scale Search Dataset for Unbiased Learning to RankCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense PredictionCode1
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic TransformationsCode1
Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement LearningCode1
Denoising Task Routing for Diffusion ModelsCode1
Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in TextsCode1
Detection-Correction Structure via General Language Model for Grammatical Error CorrectionCode1
Extraction of cropland field parcels with high resolution remote sensing using multi-task learningCode1
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft PromptsCode1
Adaptive Transfer Learning on Graph Neural NetworksCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Efficient Continuous Pareto Exploration in Multi-Task LearningCode1
AdaRank: Adaptive Rank Pruning for Enhanced Model MergingCode1
Audio-Visual Deception Detection: DOLOS Dataset and Parameter-Efficient Crossmodal LearningCode1
Accurate Emotion Strength Assessment for Seen and Unseen Speech Based on Data-Driven Deep LearningCode1
A Unified Object Motion and Affinity Model for Online Multi-Object TrackingCode1
Allophant: Cross-lingual Phoneme Recognition with Articulatory AttributesCode1
Encoding formulas as deep networks: Reinforcement learning for zero-shot execution of LTL formulasCode1
AdaTT: Adaptive Task-to-Task Fusion Network for Multitask Learning in RecommendationsCode1
A Unified Span-Based Approach for Opinion Mining with Syntactic ConstituentsCode1
End-to-End Multi-Task Learning with AttentionCode1
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical DecodingCode1
A Paragraph-level Multi-task Learning Model for Scientific Fact-VerificationCode1
AutoMTL: A Programming Framework for Automating Efficient Multi-Task LearningCode1
Deep Homography Estimation for Dynamic ScenesCode1
Automatic Charge Identification from Facts: A Few Sentence-Level Charge Annotations is All You NeedCode1
Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic EnvironmentsCode1
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
A Multi-Head Ensemble Multi-Task Learning Approach for Dynamical Computation OffloadingCode1
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
DeepCVA: Automated Commit-level Vulnerability Assessment with Deep Multi-task LearningCode1
APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task LearningCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
Feature Decomposition for Reducing Negative Transfer: A Novel Multi-task Learning Method for Recommender SystemCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
A Dependency Syntactic Knowledge Augmented Interactive Architecture for End-to-End Aspect-based Sentiment AnalysisCode1
Bi-Directional Attention for Joint Instance and Semantic Segmentation in Point CloudsCode1
Federated Multi-Task Learning under a Mixture of DistributionsCode1
Deep Learning for Automatic Pneumonia DetectionCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
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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