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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 601–650 of 3687 papers

TitleStatusHype
Meta Operator for Complex Query Answering on Knowledge Graphs—0
Fisher Mask Nodes for Language Model MergingCode0
Switch Diffusion Transformer: Synergizing Denoising Tasks with Sparse Mixture-of-ExpertsCode2
Deep Learning based Positioning with Multi-task Learning and Uncertainty-based Fusion—0
An Efficient End-to-End Approach to Noise Invariant Speech Features via Multi-Task LearningCode0
UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal AdaptationCode1
Schema-Aware Multi-Task Learning for Complex Text-to-SQL—0
Deep Prompt Multi-task Network for Abuse Language Detection—0
Generalizing Cooperative Eco-driving via Multi-residual Task Learning—0
Bidirectional Progressive Neural Networks with Episodic Return Progress for Emergent Task Sequencing and Robotic Skill Transfer—0
Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health RecordsCode0
Many-Objective Multi-Solution Transport—0
Mixture-of-LoRAs: An Efficient Multitask Tuning for Large Language Models—0
3D Object Visibility Prediction in Autonomous Driving—0
Multi-task Learning for Real-time Autonomous Driving Leveraging Task-adaptive Attention Generator—0
Joint multi-task learning improves weakly-supervised biomarker prediction in computational pathologyCode0
Learning to Maximize Mutual Information for Chain-of-Thought DistillationCode0
Task Indicating Transformer for Task-conditional Dense PredictionsCode1
Multi-Task Learning Using Uncertainty to Weigh Losses for Heterogeneous Face Attribute Estimation—0
MS-Net: A Multi-Path Sparse Model for Motion Prediction in Multi-Scenes—0
Speaker-Independent Dysarthria Severity Classification using Self-Supervised Transformers and Multi-Task Learning—0
WHU-Synthetic: A Synthetic Perception Dataset for 3-D Multitask Model ResearchCode1
Location-guided Head Pose Estimation for Fisheye Image—0
A Vanilla Multi-Task Framework for Dense Visual Prediction Solution to 1st VCL Challenge -- Multi-Task Robustness Track—0
Federated Learning for Estimating Heterogeneous Treatment Effects—0
The Foundational Capabilities of Large Language Models in Predicting Postoperative Risks Using Clinical NotesCode0
InterroGate: Learning to Share, Specialize, and Prune Representations for Multi-task Learning—0
Neural population geometry and optimal coding of tasks with shared latent structure—0
Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings—0
Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot GeneralizationCode1
Fair Resource Allocation in Multi-Task LearningCode1
Towards Principled Task Grouping for Multi-Task Learning—0
Unified View of Grokking, Double Descent and Emergent Abilities: A Perspective from Circuits Competition—0
Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond—0
MerRec: A Large-scale Multipurpose Mercari Dataset for Consumer-to-Consumer Recommendation SystemsCode1
Filter-based multi-task cross-corpus feature learning for speech emotion recognitionCode0
HyperMoE: Towards Better Mixture of Experts via Transferring Among ExpertsCode1
Federated Multi-Task Learning on Non-IID Data Silos: An Experimental StudyCode0
LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language ModelsCode1
Continuous Multi-Task Pre-training for Malicious URL Detection and Webpage ClassificationCode1
Multitask Kernel-based Learning with Logic Constraints—0
Efficient Multi-task Uncertainties for Joint Semantic Segmentation and Monocular Depth Estimation—0
Collaborative Learning with Different Labeling Functions—0
Learning-based Bone Quality Classification Method for Spinal Metastasis—0
PMGDA: A Preference-based Multiple Gradient Descent AlgorithmCode0
MEL: Efficient Multi-Task Evolutionary Learning for High-Dimensional Feature SelectionCode1
Text Detoxification as Style Transfer in English and HindiCode0
One Train for Two Tasks: An Encrypted Traffic Classification Framework Using Supervised Contrastive LearningCode2
SpeechCLIP+: Self-supervised multi-task representation learning for speech via CLIP and speech-image dataCode0
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain—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