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 1876–1900 of 3687 papers

TitleStatusHype
Sequential Multi-task Learning with Task Dependency for Appeal Judgment Prediction—0
Towards Generalized Models for Task-oriented Dialogue Modeling on Spoken Conversations—0
YONO: Modeling Multiple Heterogeneous Neural Networks on Microcontrollers—0
HyperPELT: Unified Parameter-Efficient Language Model Tuning for Both Language and Vision-and-Language Tasks—0
SkillNet-NLU: A Sparsely Activated Model for General-Purpose Natural Language Understanding—0
On Steering Multi-Annotations per Sample for Multi-Task Learning—0
Min-Max Bilevel Multi-objective Optimization with Applications in Machine LearningCode0
Fine-grained Urban Flow Inference with Incomplete DataCode0
Multi-Task Multi-Scale Learning For Outcome Prediction in 3D PET Images—0
HyperPrompt: Prompt-based Task-Conditioning of Transformers—0
Weakly Supervised Learning for cell recognition in immunohistochemical cytoplasm staining images—0
Short-term passenger flow prediction for multi-traffic modes: A Transformer and residual network based multi-task learning method—0
Multi-task Learning Approach for Modulation and Wireless Signal Classification for 5G and Beyond: Edge Deployment via Model Compression—0
NeuralHOFusion: Neural Volumetric Rendering under Human-object Interactions—0
The Reality of Multi-Lingual Machine Translation—0
A Unified Framework for Campaign Performance Forecasting in Online Display Advertising—0
Visual-Tactile Sensing for Real-time Liquid Volume Estimation in Grasping—0
Nuclei panoptic segmentation and composition regression with multi-task deep neural networks—0
ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Multi-Task Learning Challenges—0
Transporters with Visual Foresight for Solving Unseen Rearrangement Tasks—0
Multi-task Representation Learning with Stochastic Linear Bandits—0
Cross-Task Knowledge Distillation in Multi-Task Recommendation—0
Speaker Identity Preservation in Dysarthric Speech Reconstruction by Adversarial Speaker Adaptation—0
AMS_ADRN at SemEval-2022 Task 5: A Suitable Image-text Multimodal Joint Modeling Method for Multi-task Misogyny Identification—0
Cross-Silo Heterogeneous Model Federated Multitask LearningCode0
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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