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 27012750 of 3687 papers

TitleStatusHype
PERSONA: An Application for Emotion Recognition, Gender Recognition and Age Estimation0
Personalised Federated Learning: A Combinational Approach0
Activity Regularization for Continual Learning0
Personalized Attraction Enhanced Sponsored Search with Multi-task Learning0
Personalized Decentralized Multi-Task Learning Over Dynamic Communication Graphs0
Personalized Driver Stress Detection with Multi-task Neural Networks using Physiological Signals0
Modeling Adaptive Fine-grained Task Relatedness for Joint CTR-CVR Estimation0
Personalized Keyword Spotting through Multi-task Learning0
Personalized Microblog Sentiment Classification via Adversarial Cross-lingual Multi-task Learning0
Personalized Over-the-Air Federated Learning with Personalized Reconfigurable Intelligent Surfaces0
Personalized Student Stress Prediction with Deep Multi-Task Network0
Person re-identification across different datasets with multi-task learning0
Analyzing Learned Representations of a Deep ASR Performance Prediction Model0
Analytical Uncertainty-Based Loss Weighting in Multi-Task Learning0
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting0
Phase-Specific Augmented Reality Guidance for Microscopic Cataract Surgery Using Long-Short Spatiotemporal Aggregation Transformer0
Phenotypical Ontology Driven Framework for Multi-Task Learning0
Phoneme-aware and Channel-wise Attentive Learning for Text DependentSpeaker Verification0
An Adversarial Multi-Task Learning Method for Chinese Text Correction with Semantic Detection0
Phylogenic Multi-Lingual Dependency Parsing0
Physical Consistency Bridges Heterogeneous Data in Molecular Multi-Task Learning0
Physical formula enhanced multi-task learning for pharmacokinetics prediction0
Unified 3D Mesh Recovery of Humans and Animals by Learning Animal Exercise0
PhysMLE: Generalizable and Priors-Inclusive Multi-task Remote Physiological Measurement0
PI-RADS v2 Compliant Automated Segmentation of Prostate Zones Using co-training Motivated Multi-task Dual-Path CNN0
PitRSDNet: Predicting Intra-operative Remaining Surgery Duration in Endoscopic Pituitary Surgery0
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning0
Unified Detection of Digital and Physical Face Attacks0
Skill Reinforcement Learning and Planning for Open-World Long-Horizon Tasks0
An Active Learning Framework for Efficient Robust Policy Search0
Optimal Algorithms for Online Convex Optimization with Adversarial Constraints0
Active Multi-Task Representation Learning0
A multi-task U-net for segmentation with lazy labels0
Learning to segment microscopy images with lazy labels0
Unified Multi-Criteria Chinese Word Segmentation with BERT0
Unified Multi-Domain Learning and Data Imputation using Adversarial Autoencoder0
Point or Generate Dialogue State Tracker0
Point Process Modelling of Rumour Dynamics in Social Media0
Poisoning Deep Reinforcement Learning Agents with In-Distribution Triggers0
Polarity and Intensity: the Two Aspects of Sentiment Analysis0
A Multi-task Two-stream Spatiotemporal Convolutional Neural Network for Convective Storm Nowcasting0
A Multi-Task Self-Normalizing 3D-CNN to Infer Tuberculosis Radiological Manifestations0
A Multi-Task, Multi-Modal Approach for Predicting Categorical and Dimensional Emotions0
Polymer Informatics with Multi-Task Learning0
Poly-PC: A Polyhedral Network for Multiple Point Cloud Tasks at Once0
PoolRank: Max/Min Pooling-based Ranking Loss for Listwise Learning & Ranking Balance0
Portrait Interpretation and a Benchmark0
Pose is all you need: The pose only group activity recognition system (POGARS)0
Action-Affect Classification and Morphing using Multi-Task Representation Learning0
Positive-incentive Noise0
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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