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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 2801–2850 of 3687 papers

TitleStatusHype
A Multi-Task Learning & Generation Framework: Valence-Arousal, Action Units & Primary Expressions—0
Acquiring Pronunciation Knowledge from Transcribed Speech Audio via Multi-task Learning—0
Unifying Structure Analysis and Surrogate-driven Function Regression for Glaucoma OCT Image Screening—0
Provable Benefits of Multi-task RL under Non-Markovian Decision Making Processes—0
Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks—0
Unifying the Discrete and Continuous Emotion labels for Speech Emotion Recognition—0
Pseudo Label-Guided Multi Task Learning for Scene Understanding—0
ACQ: A Unified Framework for Automated Programmatic Creativity in Online Advertising—0
A Multi-Task Learning Framework for Sound Event Detection using High-level Acoustic Characteristics of Sounds—0
Puck localization and multi-task event recognition in broadcast hockey videos—0
A Multi-task Learning Framework for Product Ranking with BERT—0
QE BERT: Bilingual BERT Using Multi-task Learning for Neural Quality Estimation—0
Q-Learning Scheduler for Multi-Task Learning through the use of Histogram of Task Uncertainty—0
Q-Learning Scheduler for Multi Task Learning Through the use of Histogram of Task Uncertainty—0
Quadruplet Selection Methods for Deep Embedding Learning—0
Quality Estimation for Language Output Applications—0
Quantifying Task Priority for Multi-Task Optimization—0
Quantitative Stock Investment by Routing Uncertainty-Aware Trading Experts: A Multi-Task Learning Approach—0
CoT-Driven Framework for Short Text Classification: Enhancing and Transferring Capabilities from Large to Smaller Model—0
Query-by-Example Keyword Spotting Using Spectral-Temporal Graph Attentive Pooling and Multi-Task Learning—0
Query-centric Audio-Visual Cognition Network for Moment Retrieval, Segmentation and Step-Captioning—0
A Multi-task Learning Framework for Drone State Identification and Trajectory Prediction—0
Question Answering over Freebase with Multi-Column Convolutional Neural Networks—0
QUIC & DIRTY: A Quadratic Approximation Approach for Dirty Statistical Models—0
A Multi-Task Learning Framework for COVID-19 Monitoring and Prediction of PPE Demand in Community Health Centres—0
A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification—0
RADE: Reference-Assisted Dialogue Evaluation for Open-Domain Dialogue—0
A Multi-task Learning Framework for Evaluating Machine Translation of Emotion-loaded User-generated Content—0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution—0
RAMIE: Retrieval-Augmented Multi-task Information Extraction with Large Language Models on Dietary Supplements—0
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images—0
Random Fourier Features for Operator-Valued Kernels—0
Rank and Rate: Multi-task Learning for Recommender Systems—0
Rank-Based Multi-task Learning for Fair Regression—0
Ranking Micro-Influencers: a Novel Multi-Task Learning and Interpretable Framework—0
Rare Life Event Detection via Mobile Sensing Using Multi-Task Learning—0
Rate Compatible LDPC Neural Decoding Network: A Multi-Task Learning Approach—0
A Multi-Task Learning Framework for Extracting Bacteria Biotope Information—0
RayMVSNet: Learning Ray-based 1D Implicit Fields for Accurate Multi-View Stereo—0
RayMVSNet++: Learning Ray-based 1D Implicit Fields for Accurate Multi-View Stereo—0
Readability-guided Idiom-aware Sentence Simplification (RISS) for Chinese—0
UniGEM: A Unified Approach to Generation and Property Prediction for Molecules—0
Real-time Accident Anticipation for Autonomous Driving Through Monocular Depth-Enhanced 3D Modeling—0
Real-Time Joint Personalized Speech Enhancement and Acoustic Echo Cancellation—0
Asynchronous Message-Passing and Zeroth-Order Optimization Based Distributed Learning with a Use-Case in Resource Allocation in Communication Networks—0
Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learning—0
A Multi-Task Learning Framework for Extracting Drugs and Their Interactions from Drug Labels—0
ReasVQA: Advancing VideoQA with Imperfect Reasoning Process—0
A Multi-Task Learning Framework for Overcoming the Catastrophic Forgetting in Automatic Speech Recognition—0
RECIST-Net: Lesion detection via grouping keypoints on RECIST-based annotation—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