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

Showing 401450 of 3687 papers

TitleStatusHype
A Unified Object Motion and Affinity Model for Online Multi-Object TrackingCode1
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language ModelsCode1
Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot GeneralizationCode1
A Unified Span-Based Approach for Opinion Mining with Syntactic ConstituentsCode1
Hierarchical Document Refinement for Long-context Retrieval-augmented GenerationCode1
ELIT: Emory Language and Information ToolkitCode1
Multi-task Learning with Coarse Priors for Robust Part-aware Person Re-identificationCode1
Multi-Task Learning with Multi-Query Transformer for Dense PredictionCode1
Empirical Bayes Transductive Meta-Learning with Synthetic GradientsCode1
Auto-Lambda: Disentangling Dynamic Task RelationshipsCode1
Adjacency List Oriented Relational Fact Extraction via Adaptive Multi-task LearningCode1
Encoding formulas as deep networks: Reinforcement learning for zero-shot execution of LTL formulasCode1
Encoding Visual Attributes in Capsules for Explainable Medical DiagnosesCode1
End-to-end Emotion-Cause Pair Extraction via Learning to LinkCode1
Improving AMR Parsing with Sequence-to-Sequence Pre-trainingCode1
Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task LearningCode1
A Multi-Task Learning Approach to Linear Multivariate ForecastingCode1
Narrative Action Evaluation with Prompt-Guided Multimodal InteractionCode1
Automatic Charge Identification from Facts: A Few Sentence-Level Charge Annotations is All You NeedCode1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
Noise-aware Speech Enhancement using Diffusion Probabilistic ModelCode1
Non-Contact Health Monitoring During Daily Personal Care RoutinesCode1
An End-to-End Multi-Task Learning Model for Image-based Table RecognitionCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
AutoMTL: A Programming Framework for Automating Efficient Multi-Task LearningCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
BoIR: Box-Supervised Instance Representation for Multi-Person Pose EstimationCode1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
Explain and Predict, and then Predict AgainCode1
Exploiting Learnable Joint Groups for Hand Pose EstimationCode1
BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous DatasetsCode1
EXTENDING CONDITIONAL CONVOLUTION STRUCTURES FOR ENHANCING MULTITASKING CONTINUAL LEARNINGCode1
Grounding Psychological Shape Space in Convolutional Neural NetworksCode1
Open-Domain Frame Semantic Parsing Using TransformersCode1
Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic EnvironmentsCode1
AV-RIR: Audio-Visual Room Impulse Response EstimationCode1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
Extraction of cropland field parcels with high resolution remote sensing using multi-task learningCode1
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View SynthesisCode1
FedCL: Federated Multi-Phase Curriculum Learning to Synchronously Correlate User HeterogeneityCode1
A Multi-task Learning Framework for Opinion Triplet ExtractionCode1
Fair Resource Allocation in Multi-Task LearningCode1
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language ModelsCode1
GRANITE: A Graph Neural Network Model for Basic Block Throughput EstimationCode1
Feature Decomposition for Reducing Negative Transfer: A Novel Multi-task Learning Method for Recommender SystemCode1
Peeking into the Future: Predicting Future Person Activities and Locations in VideosCode1
Graph-based Person Signature for Person Re-IdentificationsCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Few-shot Knowledge Graph-to-Text Generation with Pretrained Language ModelsCode1
Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual ModelsCode1
Show:102550
← PrevPage 9 of 74Next →

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