SOTAVerified

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 551–600 of 3687 papers

TitleStatusHype
GraSAME: Injecting Token-Level Structural Information to Pretrained Language Models via Graph-guided Self-Attention Mechanism—0
Enhanced Radar Perception via Multi-Task Learning: Towards Refined Data for Sensor Fusion Applications—0
Interplay of Machine Translation, Diacritics, and Diacritization—0
Multi-Task Learning for Features Extraction in Financial Annual ReportsCode0
Panoptic Perception: A Novel Task and Fine-grained Dataset for Universal Remote Sensing Image Interpretation—0
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
Multi-Task Learning as enabler for General-Purpose AI-native RAN—0
Multi-Task Learning for Lung sound & Lung disease classification—0
M3TCM: Multi-modal Multi-task Context Model for Utterance Classification in Motivational Interviews—0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
Multi-task learning via robust regularized clustering with non-convex group penalties—0
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
Multi-Granularity Guided Fusion-in-DecoderCode1
Large Language Models for Expansion of Spoken Language Understanding Systems to New LanguagesCode1
Joint Training on Multiple Datasets With Inconsistent Labeling Criteria for Facial Expression RecognitionCode0
HeMeNet: Heterogeneous Multichannel Equivariant Network for Protein Multitask Learning—0
Joint-Task Regularization for Partially Labeled Multi-Task LearningCode1
EGTR: Extracting Graph from Transformer for Scene Graph GenerationCode2
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
MTLoRA: A Low-Rank Adaptation Approach for Efficient Multi-Task LearningCode2
Multi-task Magnetic Resonance Imaging Reconstruction using Meta-learning—0
JIST: Joint Image and Sequence Training for Sequential Visual Place RecognitionCode1
FACTOID: FACtual enTailment fOr hallucInation Detection—0
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users—0
FastCAR: Fast Classification And Regression Multi-Task Learning via Task Consolidation for Modelling a Continuous Property Variable of Object Classes—0
Touch the Core: Exploring Task Dependence Among Hybrid Targets for RecommendationCode0
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
Open Knowledge Base Canonicalization with Multi-task Learning—0
Loop Improvement: An Efficient Approach for Extracting Shared Features from Heterogeneous Data without Central ServerCode0
Leveraging Large Language Model-based Room-Object Relationships Knowledge for Enhancing Multimodal-Input Object Goal Navigation—0
M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence RetrievalCode0
Volumetric Environment Representation for Vision-Language NavigationCode2
Human Detection in Realistic Through-the-Wall Environments using Raw Radar ADC Data and Parametric Neural Networks—0
GeRM: A Generalist Robotic Model with Mixture-of-experts for Quadruped Robot—0
Arcee's MergeKit: A Toolkit for Merging Large Language ModelsCode9
Sebastian, Basti, Wastl?! Recognizing Named Entities in Bavarian Dialectal DataCode0
GraphERE: Jointly Multiple Event-Event Relation Extraction via Graph-Enhanced Event Embeddings—0
Enhancing Event Causality Identification with Rationale and Structure-Aware Causal Question Answering—0
Task-Aware Low-Rank Adaptation of Segment Anything Model—0
ECRC: Emotion-Causality Recognition in Korean Conversation for GCN—0
SwinMTL: A Shared Architecture for Simultaneous Depth Estimation and Semantic Segmentation from Monocular Camera ImagesCode1
Accurate and Data-Efficient Micro-XRD Phase Identification Using Multi-Task Learning: Application to Hydrothermal Fluids—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