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

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Showing 1451–1500 of 3687 papers

TitleStatusHype
Identifying Depressive Symptoms from Tweets: Figurative Language Enabled Multitask Learning Framework—0
Identifying Task Groupings for Multi-Task Learning Using Pointwise V-Usable Information—0
Identity-Enhanced Network for Facial Expression Recognition—0
ID-Guard: A Universal Framework for Combating Facial Manipulation via Breaking Identification—0
Decentralized Collaborative Learning with Probabilistic Data Protection—0
IITP-CUNI@3C: Supervised Approaches for Citation Classification (Task A) and Citation Significance Detection (Task B)—0
Decentralized Multi-Task Learning Based on Extreme Learning Machines—0
A Novel Multi-Task Tensor Correlation Neural Network for Facial Attribute Prediction—0
Deceptive Review Spam Detection via Exploiting Task Relatedness and Unlabeled Data—0
Image Change Captioning by Learning From an Auxiliary Task—0
Deciphering and Optimizing Multi-Task Learning: a Random Matrix Approach—0
Learning Boost by Exploiting the Auxiliary Task in Multi-task Domain—0
基于多层次预训练策略和多任务学习的端到端蒙汉语音翻译(End-to-end Mongolian-Chinese Speech Translation Based on Multi-level Pre-training Strategies and Multi-task Learning)—0
Implicit Discourse Relation Classification via Multi-Task Neural Networks—0
Deconstructing Supertagging into Multi-Task Sequence Prediction—0
Importance Estimation from Multiple Perspectives for Keyphrase Extraction—0
Joint Learning On The Hierarchy Representation for Fine-Grained Human Action Recognition—0
Decorrelating Semantic Visual Attributes by Resisting the Urge to Share—0
Improved ASR for Under-Resourced Languages Through Multi-Task Learning with Acoustic Landmarks—0
LiPost: Improved Content Understanding With Effective Use of Multi-task Contrastive Learning—0
FisheyeMultiNet: Real-time Multi-task Learning Architecture for Surround-view Automated Parking System—0
Compression-Based Regularization with an Application to Multi-Task Learning—0
Improve Neural Entity Recognition via Multi-Task Data Selection and Constrained Decoding—0
A Novel Multi-Task Model Imitating Dermatologists for Accurate Differential Diagnosis of Skin Diseases in Clinical Images—0
Finite-Time Convergence Rates of Decentralized Stochastic Approximation with Applications in Multi-Agent and Multi-Task Learning—0
Improving Clinical Question Answering with Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization—0
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users—0
Improving Cross-task Generalization of Unified Table-to-text Models with Compositional Task Configurations—0
A Mixed Learning Objective for Neural Machine Translation—0
Improving Dual-Microphone Speech Enhancement by Learning Cross-Channel Features with Multi-Head Attention—0
Improving EEG Decoding via Clustering-based Multi-task Feature Learning—0
Finger-UNet: A U-Net based Multi-Task Architecture for Deep Fingerprint Enhancement—0
ItemSage: Learning Product Embeddings for Shopping Recommendations at Pinterest—0
A Novel Multi-Task Learning Method for Symbolic Music Emotion Recognition—0
Improving Few-Shot Part Segmentation using Coarse Supervision—0
Deep Automated Multi-task Learning—0
A high-precision self-supervised monocular visual odometry in foggy weather based on robust cycled generative adversarial networks and multi-task learning aided depth estimation—0
Improving Image Captioning with Better Use of Caption—0
Fine-Tuning Automatic Speech Recognition for People with Parkinson's: An Effective Strategy for Enhancing Speech Technology Accessibility—0
Improving Interpretability of Word Embeddings by Generating Definition and Usage—0
Improving Intrusion Detection with Domain-Invariant Representation Learning in Latent Space—0
Improving label efficiency through multi-task learning on auditory data—0
Improving Mandarin Prosodic Structure Prediction with Multi-level Contextual Information—0
Improving Multiple Documents Grounded Goal-Oriented Dialog Systems via Diverse Knowledge Enhanced Pretrained Language Model—0
Fine-Tune Longformer for Jointly Predicting Rumor Stance and Veracity—0
Improving Multi-Task Generalization via Regularizing Spurious Correlation—0
Exploring Query Understanding for Amazon Product Search—0
Iterative Collaboration Network Guided By Reconstruction Prior for Medical Image Super-Resolution—0
DEEP: DEnoising Entity Pre-training for Neural Machine Translation—0
Fine-tuned vs. Prompt-tuned Supervised Representations: Which Better Account for Brain Language Representations?—0
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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