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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 126–150 of 3687 papers

TitleStatusHype
A Residual Multi-task Network for Joint Classification and Regression in Medical Imaging—0
LMHLD: A Large-scale Multi-source High-resolution Landslide Dataset for Landslide Detection based on Deep Learning—0
PCL: Prompt-based Continual Learning for User Modeling in Recommender Systems—0
Mixtraining: A Better Trade-Off Between Compute and Performance—0
How Vital is the Jurisprudential Relevance: Law Article Intervened Legal Case Retrieval and Matching—0
Sharper Risk Bound for Multi-Task Learning with Multi-Graph Dependent Data—0
AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data AlignmentCode0
Zero-shot Load Forecasting for Integrated Energy Systems: A Large Language Model-based Framework with Multi-task Learning—0
R-LoRA: Random Initialization of Multi-Head LoRA for Multi-Task LearningCode1
Generative Modeling of Individual Behavior at Scale—0
Inter-turbine Modelling of Wind-Farm Power using Multi-task Learning—0
Fast and Accurate Blind Flexible DockingCode2
Aligned Multi Objective Optimization—0
UniGenCoder: Merging Seq2Seq and Seq2Tree Paradigms for Unified Code GenerationCode0
Improving Clinical Question Answering with Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization—0
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation—0
MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models—0
Selective Task Group Updates for Multi-Task OptimizationCode0
DT4ECG: A Dual-Task Learning Framework for ECG-Based Human Identity Recognition and Human Activity Detection—0
Direct Preference Optimization-Enhanced Multi-Guided Diffusion Model for Traffic Scenario Generation—0
Towards Transparent and Accurate Plasma State Monitoring at JET—0
LDC-MTL: Balancing Multi-Task Learning through Scalable Loss Discrepancy ControlCode1
Symbiotic Cooperation for Web Agents: Harnessing Complementary Strengths of Large and Small LLMs—0
Divide and Merge: Motion and Semantic Learning in End-to-End Autonomous Driving—0
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic TransformationsCode1
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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