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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 1076–1100 of 3687 papers

TitleStatusHype
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