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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 651–700 of 3687 papers

TitleStatusHype
Multi-task learning-based temporal pattern matching network for guitar tablature transcription—0
Energy Weighted Learning Progress Guided Interleaved Multi-Task Learning—0
Multi-Task Learning for Extracting Menstrual Characteristics from Clinical Notes—0
AMMSM: Adaptive Motion Magnification and Sparse Mamba for Micro-Expression Recognition—0
BoundMatch: Boundary detection applied to semi-supervised segmentation for urban-driving scenes—0
GPT Meets Graphs and KAN Splines: Testing Novel Frameworks on Multitask Fine-Tuned GPT-2 with LoRA—0
Hierarchical Adaptive Expert for Multimodal Sentiment Analysis—0
ModalTune: Fine-Tuning Slide-Level Foundation Models with Multi-Modal Information for Multi-task Learning in Digital Pathology—0
Temporal-Spatial Attention Network (TSAN) for DoS Attack Detection in Network Traffic—0
Incomplete Utterance Rewriting with Editing Operation Guidance and Utterance AugmentationCode0
Automatically Generating Chinese Homophone Words to Probe Machine Translation Estimation SystemsCode0
Multi-task Learning for Identification of Porcelain in Song and Yuan Dynasties—0
FW-Merging: Scaling Model Merging with Frank-Wolfe OptimizationCode0
TuneNSearch: a hybrid transfer learning and local search approach for solving vehicle routing problems—0
A Weighted Predict-and-Optimize Framework for Power System Operation Considering Varying Impacts of Uncertainty—0
Representation Retrieval Learning for Heterogeneous Data Integration—0
From Task-Specific Models to Unified Systems: A Review of Model Merging Approaches—0
Injecting Imbalance Sensitivity for Multi-Task Learning—0
ObjectMover: Generative Object Movement with Video Prior—0
SIMAC: A Semantic-Driven Integrated Multimodal Sensing And Communication Framework—0
MoRE: Unlocking Scalability in Reinforcement Learning for Quadruped Vision-Language-Action Models—0
AnywhereDoor: Multi-Target Backdoor Attacks on Object DetectionCode0
Make Haste Slowly: A Theory of Emergent Structured Mixed Selectivity in Feature Learning ReLU Networks—0
MARRO: Multi-headed Attention for Rhetorical Role Labeling in Legal Documents—0
CoinRobot: Generalized End-to-end Robotic Learning for Physical Intelligence—0
EvidMTL: Evidential Multi-Task Learning for Uncertainty-Aware Semantic Surface Mapping from Monocular RGB Images—0
Adapt3R: Adaptive 3D Scene Representation for Domain Transfer in Imitation Learning—0
PathRWKV: Enabling Whole Slide Prediction with Recurrent-Transformer—0
Enhancing Visual Forced Alignment with Local Context-Aware Feature Extraction and Multi-Task Learning—0
Gradient Deconfliction via Orthogonal Projections onto Subspaces For Multi-task Learning—0
Deepfake Detection via Knowledge Injection—0
Catheter Detection and Segmentation in X-ray Images via Multi-task Learning—0
Unifying Light Field Perception with Field of ParallaxCode0
LMHLD: A Large-scale Multi-source High-resolution Landslide Dataset for Landslide Detection based on Deep Learning—0
A Residual Multi-task Network for Joint Classification and Regression in Medical Imaging—0
Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge—0
Mixtraining: A Better Trade-Off Between Compute and Performance—0
PCL: Prompt-based Continual Learning for User Modeling in Recommender Systems—0
Sharper Risk Bound for Multi-Task Learning with Multi-Graph Dependent Data—0
AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data AlignmentCode0
How Vital is the Jurisprudential Relevance: Law Article Intervened Legal Case Retrieval and Matching—0
Zero-shot Load Forecasting for Integrated Energy Systems: A Large Language Model-based Framework with Multi-task Learning—0
Inter-turbine Modelling of Wind-Farm Power using Multi-task Learning—0
Generative Modeling of Individual Behavior at Scale—0
Aligned Multi Objective Optimization—0
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation—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
Selective Task Group Updates for Multi-Task OptimizationCode0
MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models—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