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

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Showing 2101–2150 of 3687 papers

TitleStatusHype
Attentive max feature map and joint training for acoustic scene classification—0
Integration of Pre-trained Networks with Continuous Token Interface for End-to-End Spoken Language Understanding—0
Learning Zero-Shot Multifaceted Visually Grounded Word Embeddings via Multi-Task TrainingCode0
Graph-based Person Signature for Person Re-IdentificationsCode1
Multilingual Transfer Learning for Code-Switched Language and Speech Neural Modeling—0
Restoring and Mining the Records of the Joseon Dynasty via Neural Language Modeling and Machine Translation—0
UPB at SemEval-2021 Task 7: Adversarial Multi-Task Learning for Detecting and Rating Humor and Offense—0
Estimating Subjective Crowd-Evaluations as an Additional Objective to Improve Natural Language Generation—0
Parallel integrative learning for large-scale multi-response regression with incomplete outcomes—0
ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation LearningCode1
Software/Hardware Co-design for Multi-modal Multi-task Learning in Autonomous Systems—0
Neural Demographic Prediction in Social Media with Deep Multi-View Multi-Task LearningCode0
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Annotating Columns with Pre-trained Language ModelsCode1
Unified Detection of Digital and Physical Face Attacks—0
Weakly-supervised Instance Segmentation via Class-agnostic Learning with Salient ImagesCode0
Synergies Between Affordance and Geometry: 6-DoF Grasp Detection via Implicit RepresentationsCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Plot2API: Recommending Graphic API from Plot via Semantic Parsing Guided Neural NetworkCode0
MilaNLP @ WASSA: Does BERT Feel Sad When You Cry?—0
Multi-task Learning Using a Combination of Contextualised and Static Word Embeddings for Arabic Sarcasm Detection and Sentiment Analysis—0
BERT-based Multi-Task Model for Country and Province Level MSA and Dialectal Arabic Identification—0
Multilingual Negation Scope Resolution for Clinical Text—0
ALUE: Arabic Language Understanding EvaluationCode0
“Sharks are not the threat humans are”: Argument Component Segmentation in School Student Essays—0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning—0
Learning Relatedness between Types with Prototypes for Relation ExtractionCode0
ENPAR:Enhancing Entity and Entity Pair Representations for Joint Entity Relation ExtractionCode0
Retrieval, Re-ranking and Multi-task Learning for Knowledge-Base Question Answering—0
Modelling Context Emotions using Multi-task Learning for Emotion Controlled Dialog Generation—0
Learning Rates for Multi-task Regularization Networks—0
Facial expression and attributes recognition based on multi-task learning of lightweight neural networks—0
Facial expression and attributes recognition based on multi-task learning of lightweight neural networks—0
High-Dimensional Bayesian Optimization with Multi-Task Learning for RocksDB—0
Target Speaker Verification with Selective Auditory Attention for Single and Multi-talker SpeechCode1
Autocorrect in the Process of Translation -- Multi-task Learning Improves Dialogue Machine TranslationCode0
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
PeaceGAN: A GAN-based Multi-Task Learning Method for SAR Target Image Generation with a Pose Estimator and an Auxiliary Classifier—0
Self-Supervised Learning in Multi-Task Graphs through Iterative Consensus ShiftCode0
Supervised Chorus Detection for Popular Music Using Convolutional Neural Network and Multi-task Learning—0
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation—0
Leveraging Multi-domain, Heterogeneous Data using Deep Multitask Learning for Hate Speech DetectionCode0
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach—0
Let-Mi: An Arabic Levantine Twitter Dataset for Misogynistic LanguageCode0
Code Completion by Modeling Flattened Abstract Syntax Trees as Graphs—0
Revisiting the Loss Weight Adjustment in Object DetectionCode0
Robustly Optimized and Distilled Training for Natural Language Understanding—0
Multi-task learning for virtual flow metering—0
NeuralHumanFVV: Real-Time Neural Volumetric Human Performance Rendering using RGB Cameras—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