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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 1201–1250 of 3687 papers

TitleStatusHype
Event Causality Identification via Generation of Important Context WordsCode0
Fine-Grained Emotion Prediction by Modeling Emotion DefinitionsCode0
Human Keypoint Detection by Progressive Context RefinementCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
Hyperparameter Auto-tuning in Self-Supervised Robotic LearningCode0
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
Fine-Tuning Language Models on Multiple Datasets for Citation Intention ClassificationCode0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
ERNIE 3.0 Tiny: Frustratingly Simple Method to Improve Task-Agnostic Distillation GeneralizationCode0
EQuANt (Enhanced Question Answer Network)Code0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
Linguistically-Informed Self-Attention for Semantic Role LabelingCode0
Episodic Multi-Task Learning with Heterogeneous Neural ProcessesCode0
Ensemble Modeling with Contrastive Knowledge Distillation for Sequential RecommendationCode0
Table Transformers for Imputing Textual AttributesCode0
HeroNet: A Hybrid Retrieval-Generation Network for Conversational BotsCode0
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
Hierarchical Multi-task learning framework for Isometric-Speech Language TranslationCode0
Happy Are Those Who Grade without Seeing: A Multi-Task Learning Approach to Grade Essays Using Gaze BehaviourCode0
Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property PredictionCode0
Enhancing Relation Extraction via Adversarial Multi-task LearningCode0
CatVRNN: Generating Category Texts via Multi-task LearningCode0
Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive TranslatorsCode0
An Empirical Study Of Self-supervised Learning Approaches For Object Detection With TransformersCode0
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNNCode0
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level OptimizationCode0
Helping Visually Impaired People Take Better Quality PicturesCode0
Group Buying Recommendation Model Based on Multi-task LearningCode0
From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented DialogueCode0
Enhancing Crisis-Related Tweet Classification with Entity-Masked Language Modeling and Multi-Task LearningCode0
From Node Interaction to Hop Interaction: New Effective and Scalable Graph Learning ParadigmCode0
CasCIFF: A Cross-Domain Information Fusion Framework Tailored for Cascade Prediction in Social NetworksCode0
Enhancing Criminal Case Matching through Diverse Legal FactorsCode0
Cascading Hierarchical Networks with Multi-task Balanced Loss for Fine-grained hashingCode0
Graph Neural Networks for Surfactant Multi-Property PredictionCode0
Graph-Induced Syntactic-Semantic Spaces in Transformer-Based Variational AutoEncodersCode0
Graph Star Net for Generalized Multi-Task LearningCode0
Constrained Multi-Task Learning for Event Coreference ResolutionCode0
FW-Merging: Scaling Model Merging with Frank-Wolfe OptimizationCode0
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve GeneralizationCode0
Cardiac Complication Risk Profiling for Cancer Survivors via Multi-View Multi-Task LearningCode0
Graph-based Knowledge Distillation by Multi-head Attention NetworkCode0
Meta-NeighborhoodsCode0
Glyce: Glyph-vectors for Chinese Character RepresentationsCode0
GradCraft: Elevating Multi-task Recommendations through Holistic Gradient CraftingCode0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
An Efficient End-to-End Approach to Noise Invariant Speech Features via Multi-Task LearningCode0
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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