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 2701–2750 of 3687 papers

TitleStatusHype
Facial Affect Recognition in the Wild Using Multi-Task Learning Convolutional NetworkCode0
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
A study on the role of subsidiary information in replay attack spoofing detection—0
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task LearningCode0
Developing Multi-Task Recommendations with Long-Term Rewards via Policy Distilled Reinforcement Learning—0
Multi-task Learning for Voice Trigger Detection—0
Multi-task Learning for Speaker Verification and Voice Trigger Detection—0
Multi-Task Deep Learning: Simultaneous Segmentation and Survival Analysis via Cox Proportional Hazards Regression—0
MT-BioNER: Multi-task Learning for Biomedical Named Entity Recognition using Deep Bidirectional Transformers—0
DeepFL-IQA: Weak Supervision for Deep IQA Feature LearningCode0
Gradient Surgery for Multi-Task LearningCode1
MTI-Net: Multi-Scale Task Interaction Networks for Multi-Task LearningCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
Learning to Multi-Task Learn for Better Neural Machine Translation—0
Stance Detection Benchmark: How Robust Is Your Stance Detection?Code1
On Identifying Hashtags in Disaster Twitter DataCode0
Two-Level Transformer and Auxiliary Coherence Modeling for Improved Text SegmentationCode1
Task Understanding from Confusing Multi-task Data—0
Multi-Task Learning with User Preferences: Gradient Descent with Controlled Ascent in Pareto OptimizationCode1
Pareto Multi-Task LearningCode0
Improved Multi-Stage Training of Online Attention-based Encoder-Decoder Models—0
FisheyeMultiNet: Real-time Multi-task Learning Architecture for Surround-view Automated Parking System—0
An Attention-based Graph Neural Network for Heterogeneous Structural LearningCode0
HAMBox: Delving into Online High-quality Anchors Mining for Detecting Outer Faces—0
Learning from Synthetic AnimalsCode1
A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term ExtractionCode2
Internal-transfer Weighting of Multi-task Learning for Lung Cancer DetectionCode0
Synchronous Speech Recognition and Speech-to-Text Translation with Interactive DecodingCode0
Regularizing Deep Multi-Task Networks using Orthogonal GradientsCode1
Improving Interpretability of Word Embeddings by Generating Definition and Usage—0
Automatic quality assessment for 2D fetal sonographic standard plane based on multi-task learning—0
Automatic Analysis System of Calcaneus Radiograph: Rotation-Invariant Landmark Detection for Calcaneal Angle Measurement, Fracture Identification and Fracture Region Segmentation—0
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNNCode0
Adversarial Analysis of Natural Language Inference Systems—0
What Do You Mean I'm Funny? Personalizing the Joke Skill of a Voice-Controlled Virtual Assistant—0
Regularization Shortcomings for Continual Learning—0
A Multi-task Model for Multilingual Trigger Detection and Classification—0
Generalized Block-Diagonal Structure Pursuit: Learning Soft Latent Task Assignment against Negative TransferCode0
Better Transfer Learning with Inferred Successor Maps—0
An Iterative Polishing Framework based on Quality Aware Masked Language Model for Chinese Poetry Generation—0
Product Knowledge Graph Embedding for E-commerce—0
AdaShare: Learning What To Share For Efficient Deep Multi-Task LearningCode0
Unsupervised Domain Adaptation of Language Models for Reading Comprehension—0
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
A Conceptual Framework for Lifelong Learning—0
A Joint Learning Framework With BERT for Spoken Language Understanding—0
TITAN: A Spatiotemporal Feature Learning Framework for Traffic Incident Duration Prediction—0
Graph-Driven Generative Models for Heterogeneous Multi-Task Learning—0
Adaptive Activation Network and Functional Regularization for Efficient and Flexible Deep Multi-Task Learning—0
Multiple Face Analyses through Adversarial Learning—0
Show:102550
← PrevPage 55 of 74Next →
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