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 12011225 of 3687 papers

TitleStatusHype
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNNCode0
Fine-Grained Emotion Prediction by Modeling Emotion DefinitionsCode0
Fine-grained Urban Flow Inference with Incomplete DataCode0
Episodic Multi-Task Learning with Heterogeneous Neural ProcessesCode0
Learning to Transfer for Traffic Forecasting via Multi-task LearningCode0
Semi-supervised Vector-valued Learning: Improved Bounds and AlgorithmsCode0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
Ensemble Modeling with Contrastive Knowledge Distillation for Sequential RecommendationCode0
Table Transformers for Imputing Textual AttributesCode0
ENPAR:Enhancing Entity and Entity Pair Representations for Joint Entity Relation ExtractionCode0
Bayesian Meta-Learning for Improving Generalizability of Health Prediction Models With Similar Causal MechanismsCode0
Group Buying Recommendation Model Based on Multi-task LearningCode0
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve GeneralizationCode0
Leveraging knowledge distillation for partial multi-task learning from multiple remote sensing datasetsCode0
Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze BehaviourCode0
Graph-Induced Syntactic-Semantic Spaces in Transformer-Based Variational AutoEncodersCode0
Graph Neural Networks for Surfactant Multi-Property PredictionCode0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
CatVRNN: Generating Category Texts via Multi-task LearningCode0
Graph Star Net for Generalized Multi-Task LearningCode0
An Empirical Study Of Self-supervised Learning Approaches For Object Detection With TransformersCode0
Follow the bisector: a simple method for multi-objective optimizationCode0
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level OptimizationCode0
Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property PredictionCode0
Enhancing Crisis-Related Tweet Classification with Entity-Masked Language Modeling and Multi-Task LearningCode0
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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