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 476500 of 3687 papers

TitleStatusHype
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
Deep Homography Estimation for Dynamic ScenesCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
LDC-MTL: Balancing Multi-Task Learning through Scalable Loss Discrepancy ControlCode1
Searching for Effective Neural Network Architectures for Heart Murmur Detection from PhonocardiogramCode1
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot DetectionCode1
BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous DatasetsCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
Semantic Line Detection and Its ApplicationsCode1
BoIR: Box-Supervised Instance Representation for Multi-Person Pose EstimationCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
DenseMTL: Cross-task Attention Mechanism for Dense Multi-task LearningCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
Skipping the Frame-Level: Event-Based Piano Transcription With Neural Semi-CRFsCode1
Sonicverse: A Multisensory Simulation Platform for Embodied Household Agents that See and HearCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Speech Emotion Recognition with Multi-Task LearningCode1
SpeechNet: A Universal Modularized Model for Speech Processing TasksCode1
StableMTL: Repurposing Latent Diffusion Models for Multi-Task Learning from Partially Annotated Synthetic DatasetsCode1
Stance Detection Benchmark: How Robust Is Your Stance Detection?Code1
An Efficient Framework for Clustered Federated LearningCode1
STRAP: Robot Sub-Trajectory Retrieval for Augmented Policy LearningCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi SensingCode1
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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