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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 1151–1200 of 3687 papers

TitleStatusHype
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuseCode0
Improving Grammatical Error Correction via Pre-Training a Copy-Augmented Architecture with Unlabeled DataCode0
Hyperparameter Auto-tuning in Self-Supervised Robotic LearningCode0
City classification from multiple real-world sound scenesCode0
HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender RecognitionCode0
Representation Disentanglement for Multi-task Learning with application to Fetal UltrasoundCode0
Co-evolutionary multi-task learning for dynamic time series predictionCode0
Joint Learning of Saliency Detection and Weakly Supervised Semantic SegmentationCode0
An Ensemble Approach for Multiple Emotion Descriptors Estimation Using Multi-task LearningCode0
Cross-Silo Heterogeneous Model Federated Multitask LearningCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
Explainable Recommendation via Multi-Task Learning in Opinionated Text DataCode0
Synergistic Learning with Multi-Task DeepONet for Efficient PDE Problem SolvingCode0
Hybrid Losses for Hierarchical Embedding LearningCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
Feature-oriented Deep Learning Framework for Pulmonary Cone-beam CT (CBCT) Enhancement with Multi-task Customized Perceptual LossCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
Human Keypoint Detection by Progressive Context RefinementCode0
Character-Level Neural Translation for Multilingual Media Monitoring in the SUMMA ProjectCode0
iACOS: Advancing Implicit Sentiment Extraction with Informative and Adaptive Negative ExamplesCode0
Joint Alignment of Multi-Task Feature and Label Spaces for Emotion Cause Pair ExtractionCode0
ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote SensingCode0
Evolutionary Multi-Task Injection Testing on Web Application FirewallsCode0
HeroNet: A Hybrid Retrieval-Generation Network for Conversational BotsCode0
Event Causality Identification via Generation of Important Context WordsCode0
Federated Multi-Task LearningCode0
Helping Visually Impaired People Take Better Quality PicturesCode0
Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property PredictionCode0
Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive TranslatorsCode0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
Federated Semi-Supervised Multi-Task Learning to Detect COVID-19 and Lungs Segmentation Marking Using Chest Radiography Images and Raspberry Pi Devices: An Internet of Medical Things ApplicationCode0
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication AwarenessCode0
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNNCode0
CeViT: Copula-Enhanced Vision Transformer in multi-task learning and bi-group image covariates with an application to myopia screeningCode0
ESM-NBR: fast and accurate nucleic acid-binding residue prediction via protein language model feature representation and multi-task learningCode0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
Group Buying Recommendation Model Based on Multi-task LearningCode0
ERNIE 3.0 Tiny: Frustratingly Simple Method to Improve Task-Agnostic Distillation GeneralizationCode0
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve GeneralizationCode0
Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze BehaviourCode0
EQuANt (Enhanced Question Answer Network)Code0
Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task LearningCode0
Graph-Induced Syntactic-Semantic Spaces in Transformer-Based Variational AutoEncodersCode0
Episodic Multi-Task Learning with Heterogeneous Neural ProcessesCode0
Graph Neural Networks for Surfactant Multi-Property PredictionCode0
Learning Relatedness between Types with Prototypes for Relation ExtractionCode0
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
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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