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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

Showing 401450 of 3687 papers

TitleStatusHype
A Unified Object Motion and Affinity Model for Online Multi-Object TrackingCode1
MRI-based Multi-task Decoupling Learning for Alzheimer's Disease Detection and MMSE Score Prediction: A Multi-site ValidationCode1
MTC: A Multi-Task Model for Encrypted Network Traffic Classification Based on Transformer and 1D-CNNCode1
A Unified Span-Based Approach for Opinion Mining with Syntactic ConstituentsCode1
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task LearningCode1
MTLB-STRUCT @PARSEME 2020: Capturing Unseen Multiword Expressions Using Multi-task Learning and Pre-trained Masked Language ModelsCode1
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
Multi-Behavior Recommendation with Personalized Directed Acyclic Behavior GraphsCode1
Auto-Lambda: Disentangling Dynamic Task RelationshipsCode1
Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task LearningCode1
Causal Inference for Chatting HandoffCode1
Multi-Granularity Guided Fusion-in-DecoderCode1
Multi-Loss Weighting with Coefficient of VariationsCode1
CentralNet: a Multilayer Approach for Multimodal FusionCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
A Multi-Task Learning Approach to Linear Multivariate ForecastingCode1
Multi-Task Corrupted Prediction for Learning Robust Audio-Visual Speech RepresentationCode1
CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi SensingCode1
Multi-task Heterogeneous Graph Learning on Electronic Health RecordsCode1
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language ModelsCode1
Multi-task Learning Approach for Automatic Modulation and Wireless Signal ClassificationCode1
Multi-Task Learning for Depression Detection in DialogsCode1
Automatic Severity Classification of Dysarthric speech by using Self-supervised Model with Multi-task LearningCode1
AutoMTL: A Programming Framework for Automating Efficient Multi-Task LearningCode1
Multi-Task Learning for Interpretable Weakly Labelled Sound Event DetectionCode1
Multi-task Learning for Radar Signal CharacterisationCode1
Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot GeneralizationCode1
Multi-Task Learning of Object State Changes from Uncurated VideosCode1
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and SemanticsCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
Multi-Task Learning with User Preferences: Gradient Descent with Controlled Ascent in Pareto OptimizationCode1
Multi-Task Recommendations with Reinforcement LearningCode1
Multi-Task Reinforcement Learning with Context-based RepresentationsCode1
Continuous Urban Change Detection from Satellite Image Time Series with Temporal Feature Refinement and Multi-Task IntegrationCode1
AV-RIR: Audio-Visual Room Impulse Response EstimationCode1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
Wojood: Nested Arabic Named Entity Corpus and Recognition using BERTCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
NeuS: Neutral Multi-News Summarization for Mitigating Framing BiasCode1
A Multi-task Learning Framework for Opinion Triplet ExtractionCode1
Non-Contact Health Monitoring During Daily Personal Care RoutinesCode1
Bayesian Uncertainty for Gradient Aggregation in Multi-Task LearningCode1
OFVL-MS: Once for Visual Localization across Multiple Indoor ScenesCode1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
CTIN: Robust Contextual Transformer Network for Inertial NavigationCode1
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in FinanceCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified