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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 876–900 of 3687 papers

TitleStatusHype
Multi-Modal Multi-Task (3MT) Road SegmentationCode1
Semantic Multi-Resolution Communications—0
Multi-Task Pseudo-Label Learning for Non-Intrusive Speech Quality Assessment Model—0
Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly DetectionCode0
STEM: Unleashing the Power of Embeddings for Multi-task RecommendationCode1
PEvoLM: Protein Sequence Evolutionary Information Language ModelCode1
Learning to Generate Semantic Layouts for Higher Text-Image Correspondence in Text-to-Image SynthesisCode1
Challenges and Opportunities of Using Transformer-Based Multi-Task Learning in NLP Through ML Lifecycle: A Survey—0
Self-supervised Hypergraphs for Learning Multiple World Interpretations—0
A Unified Query-based Paradigm for Camouflaged Instance SegmentationCode0
Thresh: A Unified, Customizable and Deployable Platform for Fine-Grained Text EvaluationCode0
Multi-Receiver Task-Oriented Communications via Multi-Task Deep Learning—0
SpeechX: Neural Codec Language Model as a Versatile Speech Transformer—0
When Deep Learning Meets Multi-Task Learning in SAR ATR: Simultaneous Target Recognition and Segmentation—0
Deep Task-specific Bottom Representation Network for Multi-Task Recommendation—0
Deformable Mixer Transformer with Gating for Multi-Task Learning of Dense PredictionCode0
Local-Global Information Interaction Debiasing for Dynamic Scene Graph Generation—0
FINER: Enhancing State-of-the-art Classifiers with Feature Attribution to Facilitate Security AnalysisCode1
Parallel Knowledge Enhancement based Framework for Multi-behavior RecommendationCode1
Deep Plug-and-Play Prior for Multitask Channel Reconstruction in Massive MIMO SystemsCode0
Unsupervised Out-of-Distribution Dialect Detection with Mahalanobis Distance—0
CasCIFF: A Cross-Domain Information Fusion Framework Tailored for Cascade Prediction in Social NetworksCode0
Understanding and Modeling Passive-Negative Feedback for Short-video Sequential RecommendationCode0
Brighten-and-Colorize: A Decoupled Network for Customized Low-Light Image Enhancement—0
Data Fusion for Multi-Task Learning of Building Extraction and Height EstimationCode0
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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