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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

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Showing 851–900 of 3687 papers

TitleStatusHype
MPF-GAN: an enhanced architecture for 3D face reconstructionCode0
Wolf2Pack: The AutoFusion Framework for Dynamic Parameter Fusion—0
A Parameter Update Balancing Algorithm for Multi-task Ranking Models in Recommendation Systems—0
GR-2: A Generative Video-Language-Action Model with Web-Scale Knowledge for Robot Manipulation—0
Pareto Control Barrier Function for Inner Safe Set Maximization Under Input Constraints—0
Distributed Networked Multi-task Learning—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
Forecasting Smog Clouds With Deep Learning—0
Efficient Residual Learning with Mixture-of-Experts for Universal Dexterous Grasping—0
SGW-based Multi-Task Learning in Vision Tasks—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
The Perfect Blend: Redefining RLHF with Mixture of Judges—0
UIR-LoRA: Achieving Universal Image Restoration through Multiple Low-Rank AdaptationCode0
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
Learning Representation for Multitask learning through Self Supervised Auxiliary learning—0
Task Addition in Multi-Task Learning by Geometrical Alignment—0
MT2KD: Towards A General-Purpose Encoder for Speech, Speaker, and Audio Events—0
PitRSDNet: Predicting Intra-operative Remaining Surgery Duration in Endoscopic Pituitary Surgery—0
A Modular-based Strategy for Mitigating Gradient Conflicts in Simultaneous Speech Translation—0
ID-Guard: A Universal Framework for Combating Facial Manipulation via Breaking Identification—0
Understanding Stain Separation Improves Cross-Scanner Adenocarcinoma Segmentation with Joint Multi-Task LearningCode0
Efficient Low-Resolution Face Recognition via Bridge Distillation—0
Scale-specific auxiliary multi-task contrastive learning for deep liver vessel segmentation—0
An Enhanced-State Reinforcement Learning Algorithm for Multi-Task Fusion in Large-Scale Recommender Systems—0
Beyond Relevance: Improving User Engagement by Personalization for Short-Video Search—0
A Physics Informed Neural Network (PINN) Methodology for Coupled Moving Boundary PDEsCode0
GINTRIP: Interpretable Temporal Graph Regression using Information bottleneck and Prototype-based methodCode0
Human Insights Driven Latent Space for Different Driving Perspectives: A Unified Encoder for Efficient Multi-Task Inference—0
A Literature Review of Keyword Spotting Technologies for Urdu—0
Acquiring Pronunciation Knowledge from Transcribed Speech Audio via Multi-task Learning—0
REG: Refined Generalized Focal Loss for Road Asset Detection on Thai Highways Using Vision-Based Detection and Segmentation ModelsCode0
Self-supervised Multimodal Speech Representations for the Assessment of Schizophrenia Symptoms—0
Spoofing-Aware Speaker Verification Robust Against Domain and Channel Mismatches—0
MTLSO: A Multi-Task Learning Approach for Logic Synthesis Optimization—0
SLiCK: Exploiting Subsequences for Length-Constrained Keyword Spotting—0
A Key-Driven Framework for Identity-Preserving Face Anonymization—0
SpinMultiNet: Neural Network Potential Incorporating Spin Degrees of Freedom with Multi-Task Learning—0
Few-shot Multi-Task Learning of Linear Invariant Features with Meta Subspace Pursuit—0
A Fashion Item Recommendation Model in Hyperbolic Space—0
TRACE: Transformer-based user Representations from Attributed Clickstream Event sequences—0
Real-time Accident Anticipation for Autonomous Driving Through Monocular Depth-Enhanced 3D Modeling—0
Efficient Multi-task Prompt Tuning for Recommendation—0
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual LearningCode0
DLM-VMTL:A Double Layer Mapper for heterogeneous data video Multi-task prompt learning—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