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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 1051–1100 of 3687 papers

TitleStatusHype
Multi-Task Learning as enabler for General-Purpose AI-native RAN—0
Multi-task learning via robust regularized clustering with non-convex group penalties—0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
HiMAL: A Multimodal Hierarchical Multi-task Auxiliary Learning framework for predicting and explaining Alzheimer disease progression—0
Sequential Recommendation for Optimizing Both Immediate Feedback and Long-term RetentionCode0
M3TCM: Multi-modal Multi-task Context Model for Utterance Classification in Motivational Interviews—0
HeMeNet: Heterogeneous Multichannel Equivariant Network for Protein Multitask Learning—0
Joint Training on Multiple Datasets With Inconsistent Labeling Criteria for Facial Expression RecognitionCode0
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images—0
Decentralized Collaborative Learning Framework with External Privacy Leakage Analysis—0
Modeling Output-Level Task Relatedness in Multi-Task Learning with Feedback Mechanism—0
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods—0
A Unified Framework for Adaptive Representation Enhancement and Inversed Learning in Cross-Domain Recommendation—0
Multi-task Magnetic Resonance Imaging Reconstruction using Meta-learning—0
FACTOID: FACtual enTailment fOr hallucInation Detection—0
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users—0
Touch the Core: Exploring Task Dependence Among Hybrid Targets for RecommendationCode0
FastCAR: Fast Classification And Regression Multi-Task Learning via Task Consolidation for Modelling a Continuous Property Variable of Object Classes—0
Joint enhancement of automatic chest X-ray diagnosis and radiological gaze prediction with multi-stage cooperative learning—0
Enhanced Facet Generation with LLM Editing—0
Multi-Task Learning with Multi-Task Optimization—0
SYNCS: Synthetic Data and Contrastive Self-Supervised Training for Central Sulcus SegmentationCode0
M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence RetrievalCode0
Leveraging Large Language Model-based Room-Object Relationships Knowledge for Enhancing Multimodal-Input Object Goal Navigation—0
Loop Improvement: An Efficient Approach for Extracting Shared Features from Heterogeneous Data without Central ServerCode0
Open Knowledge Base Canonicalization with Multi-task Learning—0
GeRM: A Generalist Robotic Model with Mixture-of-experts for Quadruped Robot—0
Human Detection in Realistic Through-the-Wall Environments using Raw Radar ADC Data and Parametric Neural Networks—0
GraphERE: Jointly Multiple Event-Event Relation Extraction via Graph-Enhanced Event Embeddings—0
Sebastian, Basti, Wastl?! Recognizing Named Entities in Bavarian Dialectal DataCode0
Enhancing Event Causality Identification with Rationale and Structure-Aware Causal Question Answering—0
ECRC: Emotion-Causality Recognition in Korean Conversation for GCN—0
Task-Aware Low-Rank Adaptation of Segment Anything Model—0
Accurate and Data-Efficient Micro-XRD Phase Identification Using Multi-Task Learning: Application to Hydrothermal Fluids—0
Meta Operator for Complex Query Answering on Knowledge Graphs—0
Fisher Mask Nodes for Language Model MergingCode0
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
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
Mixture-of-LoRAs: An Efficient Multitask Tuning for Large Language Models—0
Bidirectional Progressive Neural Networks with Episodic Return Progress for Emergent Task Sequencing and Robotic Skill Transfer—0
Many-Objective Multi-Solution Transport—0
Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health RecordsCode0
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
MS-Net: A Multi-Path Sparse Model for Motion Prediction in Multi-Scenes—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