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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 551–600 of 3687 papers

TitleStatusHype
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear ModulationCode1
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
Flexible Style Image Super-Resolution using Conditional ObjectiveCode1
Florence-2: Advancing a Unified Representation for a Variety of Vision TasksCode1
GaitFormer: Learning Gait Representations with Noisy Multi-Task LearningCode1
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
Efficient Depth Estimation for Unstable Stereo Camera Systems on AR GlassesCode1
Generalized Multi-Task Learning from Substantially Unlabeled Multi-Source Medical Image DataCode1
EXTENDING CONDITIONAL CONVOLUTION STRUCTURES FOR ENHANCING MULTITASKING CONTINUAL LEARNINGCode1
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine LearningCode1
Hyperparameter optimization in deep multi-target predictionCode1
Gradient Remedy for Multi-Task Learning in End-to-End Noise-Robust Speech RecognitionCode1
GRANITE: A Graph Neural Network Model for Basic Block Throughput EstimationCode1
Graph-based Person Signature for Person Re-IdentificationsCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Grounding Psychological Shape Space in Convolutional Neural NetworksCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
Heterogeneous Multi-task Learning with Expert DiversityCode1
Hierarchical Document Refinement for Long-context Retrieval-augmented GenerationCode1
Hierarchical Multi-Label Classification of Scientific DocumentsCode1
Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report GenerationCode1
HiNet: Novel Multi-Scenario & Multi-Task Learning with Hierarchical Information ExtractionCode1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
An Attention-Driven Approach of No-Reference Image Quality Assessment—0
Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP)—0
Aerodynamic Data Predictions Based on Multi-task Learning—0
BS-PLCNet: Band-split Packet Loss Concealment Network with Multi-task Learning Framework and Multi-discriminators—0
ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Multi-Task Learning Challenges—0
DEEP: DEnoising Entity Pre-training for Neural Machine Translation—0
Bringing Semantic Structures to User Intent Detection in Online Medical Queries—0
Brighten-and-Colorize: A Decoupled Network for Customized Low-Light Image Enhancement—0
Anatomy-Aware Lymph Node Detection in Chest CT using Implicit Station Stratification—0
Bridging the Gap between Pre-Training and Fine-Tuning for End-to-End Speech Translation—0
Aerial Scene Parsing: From Tile-level Scene Classification to Pixel-wise Semantic Labeling—0
Actigraphy-based Sleep/Wake Pattern Detection using Convolutional Neural Networks—0
DEEP: DEnoising Entity Pre-training for Neural Machine Translation—0
Bridging Resolution: Making Sense of the State of the Art—0
Anaphora Resolution in Dialogue: System Description (CODI-CRAC 2022 Shared Task)—0
BridgeNet: A Joint Learning Network of Depth Map Super-Resolution and Monocular Depth Estimation—0
An analytic theory of generalization dynamics and transfer learning in deep linear networks—0
AEPL: Automated and Editable Prompt Learning for Brain Tumor Segmentation—0
Branched Multi-Task Networks: Deciding What Layers To Share—0
Brain Hematoma Marker Recognition Using Multitask Learning: SwinTransformer and Swin-Unet—0
An Analysis of Selection Bias Issue for Online Advertising—0
BPM_MT: Enhanced Backchannel Prediction Model using Multi-Task Learning—0
An Analysis Of Entire Space Multi-Task Models For Post-Click Conversion Prediction—0
Adversarial Transfer Learning for Punctuation Restoration—0
Acquiring Pronunciation Knowledge from Transcribed Speech Audio via Multi-task Learning—0
Deep Clustering and Conventional Networks for Music Separation: Stronger Together—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