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 851–875 of 3687 papers

TitleStatusHype
MPF-GAN: an enhanced architecture for 3D face reconstructionCode0
GR-2: A Generative Video-Language-Action Model with Web-Scale Knowledge for Robot Manipulation—0
Wolf2Pack: The AutoFusion Framework for Dynamic Parameter Fusion—0
A Parameter Update Balancing Algorithm for Multi-task Ranking Models in Recommendation Systems—0
Pareto Control Barrier Function for Inner Safe Set Maximization Under Input Constraints—0
A Multi-task Learning Framework for Evaluating Machine Translation of Emotion-loaded User-generated Content—0
Collaborative and Efficient Personalization with Mixtures of Adaptors—0
Distributed Networked Multi-task Learning—0
Efficient Residual Learning with Mixture-of-Experts for Universal Dexterous Grasping—0
SGW-based Multi-Task Learning in Vision Tasks—0
Forecasting Smog Clouds With Deep Learning—0
Fast and Sample Efficient Multi-Task Representation Learning in Stochastic Contextual Bandits—0
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRICode0
Enhancing Romanian Offensive Language Detection through Knowledge Distillation, Multi-Task Learning, and Data Augmentation—0
UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank AdaptationCode0
The Perfect Blend: Redefining RLHF with Mixture of Judges—0
Fine-Tuning Automatic Speech Recognition for People with Parkinson's: An Effective Strategy for Enhancing Speech Technology Accessibility—0
Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration—0
Test Case-Informed Knowledge Tracing for Open-ended Coding TasksCode0
Temporal2Seq: A Unified Framework for Temporal Video Understanding Tasks—0
PitRSDNet: Predicting Intra-operative Remaining Surgery Duration in Endoscopic Pituitary Surgery—0
MT2KD: Towards A General-Purpose Encoder for Speech, Speaker, and Audio Events—0
Task Addition in Multi-Task Learning by Geometrical Alignment—0
Learning Representation for Multitask learning through Self Supervised Auxiliary learning—0
A Modular-based Strategy for Mitigating Gradient Conflicts in Simultaneous Speech Translation—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