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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
A Literature Review of Keyword Spotting Technologies for Urdu—0
Cross-Task Attention Network: Improving Multi-Task Learning for Medical Imaging Applications—0
Aligned Multi-Task Gaussian Process—0
A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning—0
Adaptive Smoothed Online Multi-Task Learning—0
Cross-Sentence N-ary Relation Extraction with Graph LSTMs—0
A Simple General Approach to Balance Task Difficulty in Multi-Task Learning—0
G-RCN: Optimizing the Gap between Classification and Localization Tasks for Object Detection—0
Grouped Adaptive Loss Weighting for Person Search—0
Flexible Multi-task Networks by Learning Parameter Allocation—0
Handwritten Amharic Character Recognition Using a Convolutional Neural Network—0
Cross-modal Multi-task Learning for Graphic Recognition of Caricature Face—0
Cross-modal Deep Metric Learning with Multi-task Regularization—0
Cross-Modal ASR Post-Processing System for Error Correction and Utterance Rejection—0
Cross-Lingual Text-to-Speech Using Multi-Task Learning and Speaker Classifier Joint Training—0
A Semi-supervised Multi-task Learning Approach to Classify Customer Contact Intents—0
Aligned Multi Objective Optimization—0
Cross-lingual Sentence Embedding using Multi-Task Learning—0
Cross Lingual Cross Corpus Speech Emotion Recognition—0
A Self-Supervised Task for Fault Detection in Satellite Multivariate Time Series—0
A Self-Attentional Neural Architecture for Code Completion with Multi-Task Learning—0
Cross-domain Named Entity Recognition via Graph Matching—0
Aligned Image-Word Representations Improve Inductive Transfer Across Vision-Language Tasks—0
Adaptive Scheduling for Multi-Task Learning—0
Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification—0
Cross-connected Networks for Multi-task Learning of Detection and Segmentation—0
Dual-Balancing for Multi-Task Learning—0
Accent-Robust Automatic Speech Recognition Using Supervised and Unsupervised Wav2vec Embeddings—0
CP-mtML: Coupled Projection multi-task Metric Learning for Large Scale Face Retrieval—0
Artificial Intelligence for Dementia Research Methods Optimization—0
ALIEN: Implicit Neural Representations for Human Motion Prediction under Arbitrary Latency—0
Graph Neural Networks for Knowledge Enhanced Visual Representation of Paintings—0
Coupled Hierarchical Transformer for Stance-Aware Rumor Verification in Social Media Conversations—0
AlexU-AIC at Arabic Hate Speech 2022: Contrast to Classify—0
Correlated Time Series Forecasting using Deep Neural Networks: A Summary of Results—0
argmax centroid—0
Adaptive Neural Ranking Framework: Toward Maximized Business Goal for Cascade Ranking Systems—0
Graph Neural Networks in Modern AI-aided Drug Discovery—0
Graph Representation Learning via Multi-task Knowledge Distillation—0
Co-Representation Learning For Classification and Novel Class Detection via Deep Networks—0
CORE: Co-planarity Regularized Monocular Geometry Estimation with Weak Supervision—0
A Residual Multi-task Network for Joint Classification and Regression in Medical Imaging—0
Copula-based conformal prediction for Multi-Target Regression—0
A Refined End-to-End Discourse Parser—0
A Learned Cost Model-based Cross-engine Optimizer for SQL Workloads—0
CopRA: A Progressive LoRA Training Strategy—0
A Recursive Recurrent Neural Network for Statistical Machine Translation—0
Coping with low data availability for social media crisis message categorisation—0
Copenhagen at CoNLL--SIGMORPHON 2018: Multilingual Inflection in Context with Explicit Morphosyntactic Decoding—0
Adaptive Multi-Task Lasso: with Application to eQTL Detection—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