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 1001–1025 of 3687 papers

TitleStatusHype
Egocentric Audio-Visual Noise Suppression—0
Egocentric Video Task Translation—0
DeepGeneMD: A Joint Deep Learning Model for Extracting Gene Mutation-Disease Knowledge from PubMed Literature—0
Audio Tagging by Cross Filtering Noisy Labels—0
Bridging Resolution: Making Sense of the State of the Art—0
Elite360M: Efficient 360 Multi-task Learning via Bi-projection Fusion and Cross-task Collaboration—0
Fast and Accurate Performance Analysis of LTE Radio Access Networks—0
AMS_ADRN at SemEval-2022 Task 5: A Suitable Image-text Multimodal Joint Modeling Method for Multi-task Misogyny Identification—0
Embedding Label Structures for Fine-Grained Feature Representation—0
Embedding Structured Dictionary Entries—0
Embedding Time Differences in Context-sensitive Neural Networks for Learning Time to Event—0
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation—0
Emerging Relation Network and Task Embedding for Multi-Task Regression Problems—0
Bringing Semantic Structures to User Intent Detection in Online Medical Queries—0
Deepfake Detection via Knowledge Injection—0
Emotion Detection and Classification in a Multigenre Corpus with Joint Multi-Task Deep Learning—0
Aerodynamic Data Predictions Based on Multi-task Learning—0
ABAW: Valence-Arousal Estimation, Expression Recognition, Action Unit Detection & Multi-Task Learning Challenges—0
Data-Driven Fairness Generalization for Deepfake Detection—0
DeepFaceLIFT: Interpretable Personalized Models for Automatic Estimation of Self-Reported Pain—0
Employing the Correspondence of Relations and Connectives to Identify Implicit Discourse Relations via Label Embeddings—0
An Attention-Driven Approach of No-Reference Image Quality Assessment—0
A Two-Stage Neural-Filter Pareto Front Extractor and the need for Benchmarking—0
FairSR: Fairness-aware Sequential Recommendation through Multi-Task Learning with Preference Graph Embeddings—0
Deep Estimation of Speckle Statistics Parametric Images—0
Show:102550
← PrevPage 41 of 148Next →
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