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 551–575 of 3687 papers

TitleStatusHype
Few-shot Knowledge Graph-to-Text Generation with Pretrained Language ModelsCode1
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear ModulationCode1
Fine-Tuning Attention Modules Only: Enhancing Weight Disentanglement in Task ArithmeticCode1
Flexible Style Image Super-Resolution using Conditional ObjectiveCode1
Deep Learning for Automatic Pneumonia DetectionCode1
Edge-MoE: Memory-Efficient Multi-Task Vision Transformer Architecture with Task-level Sparsity via Mixture-of-ExpertsCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue GenerationCode1
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
Grounding Psychological Shape Space in Convolutional Neural NetworksCode1
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View SynthesisCode1
Compressed Context Memory For Online Language Model InteractionCode1
Option-Aware Adversarial Inverse Reinforcement Learning for Robotic ControlCode1
Hierarchical Multi-Label Classification of Scientific DocumentsCode1
Hierarchical Pronunciation Assessment with Multi-Aspect AttentionCode1
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment AnalysisCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Multi-Task Learning with Multi-Query Transformer for Dense PredictionCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
An Attention-Driven Approach of No-Reference Image Quality Assessment—0
Show:102550
← PrevPage 23 of 148Next →
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