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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 1101–1150 of 3687 papers

TitleStatusHype
Clipped-Objective Policy Gradients for Pessimistic Policy OptimizationCode0
Dialogue Coherence Assessment Without Explicit Dialogue Act LabelsCode0
iACOS: Advancing Implicit Sentiment Extraction with Informative and Adaptive Negative ExamplesCode0
Hyperparameter Auto-tuning in Self-Supervised Robotic LearningCode0
Hybrid Losses for Hierarchical Embedding LearningCode0
HyperFace: A Deep Multi-task Learning Framework for Face Detection, Landmark Localization, Pose Estimation, and Gender RecognitionCode0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data SynthesizationCode0
Human Keypoint Detection by Progressive Context RefinementCode0
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function ClassesCode0
AdaMTL: Adaptive Input-dependent Inference for Efficient Multi-Task LearningCode0
Hybrid Dual Mean-Teacher Network With Double-Uncertainty Guidance for Semi-Supervised Segmentation of MRI ScansCode0
iCAR: Bridging Image Classification and Image-text Alignment for Visual RecognitionCode0
City classification from multiple real-world sound scenesCode0
Out-of-Scope Domain and Intent Classification through Hierarchical Joint ModelingCode0
Exploring Correlations in Multiple Facial Attributes through Graph Attention NetworkCode0
An Ensemble Approach for Multiple Emotion Descriptors Estimation Using Multi-task LearningCode0
Explainable Recommendation via Multi-Task Learning in Opinionated Text DataCode0
Abusive Language Detection in Heterogeneous Contexts: Dataset Collection and the Role of Supervised AttentionCode0
Exploring multi-task multi-lingual learning of transformer models for hate speech and offensive speech identification in social mediaCode0
A Neural Multi-Task Learning Framework to Jointly Model Medical Named Entity Recognition and NormalizationCode0
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy ConstraintsCode0
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
Synergistic Learning with Multi-Task DeepONet for Efficient PDE Problem SolvingCode0
Exploring the Synergy Between Vision-Language Pretraining and ChatGPT for Artwork Captioning: A Preliminary StudyCode0
HeroNet: A Hybrid Retrieval-Generation Network for Conversational BotsCode0
Imbalanced multi-label classification using multi-task learning with extractive summarizationCode0
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
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication AwarenessCode0
HalluciNet-ing Spatiotemporal Representations Using a 2D-CNNCode0
Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive TranslatorsCode0
Character-Level Neural Translation for Multilingual Media Monitoring in the SUMMA ProjectCode0
Learning Interpretable Microscopic Features of Tumor by Multi-task Adversarial CNNs To Improve GeneralizationCode0
Group Buying Recommendation Model Based on 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
An Exploratory Deep Learning Approach for Predicting Subsequent Suicidal Acts in Chinese Psychological Support HotlinesCode0
Improving Neural Story Generation by Targeted Common Sense GroundingCode0
Helping Visually Impaired People Take Better Quality PicturesCode0
Facial Affect Analysis: Learning from Synthetic Data & Multi-Task Learning ChallengesCode0
iCLIP: Bridging Image Classification and Contrastive Language-Image Pre-Training for Visual RecognitionCode0
DeePathology: Deep Multi-Task Learning for Inferring Molecular Pathology from Cancer TranscriptomeCode0
ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote SensingCode0
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-TuningCode0
An Integrated Approach for Keyphrase Generation via Exploring the Power of Retrieval and ExtractionCode0
Evolutionary Multi-Task Injection Testing on Web Application FirewallsCode0
Graph-based Knowledge Distillation by Multi-head Attention NetworkCode0
Event Causality Identification via Generation of Important Context WordsCode0
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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