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 801–850 of 3687 papers

TitleStatusHype
RT-SRTS: Angle-Agnostic Real-Time Simultaneous 3D Reconstruction and Tumor Segmentation from Single X-Ray ProjectionCode0
Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning—0
VSANet: Real-time Speech Enhancement Based on Voice Activity Detection and Causal Spatial Attention—0
Multi-Task Learning-Enabled Automatic Vessel Draft Reading for Intelligent Maritime Surveillance—0
Denoising Task Routing for Diffusion ModelsCode1
Heuristic Vision Pre-Training with Self-Supervised and Supervised Multi-Task Learning—0
Rate Compatible LDPC Neural Decoding Network: A Multi-Task Learning Approach—0
M3FPolypSegNet: Segmentation Network with Multi-frequency Feature Fusion for Polyp Localization in Colonoscopy Images—0
Boosting Facial Action Unit Detection Through Jointly Learning Facial Landmark Detection and Domain Separation and Reconstruction—0
Unbiased and Robust: External Attention-enhanced Graph Contrastive Learning for Cross-domain Sequential RecommendationCode0
LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPTCode2
KoMultiText: Large-Scale Korean Text Dataset for Classifying Biased Speech in Real-World Online ServicesCode1
UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions—0
Attention-based Multi-task Learning for Base Editor Outcome Prediction—0
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual LearningCode0
AdaMerging: Adaptive Model Merging for Multi-Task LearningCode1
Inductive biases of multi-task learning and finetuning: multiple regimes of feature reuseCode0
Fine-tuned vs. Prompt-tuned Supervised Representations: Which Better Account for Brain Language Representations?—0
Progressive DeepSSM: Training Methodology for Image-To-Shape Deep Models—0
Multi-task Learning with 3D-Aware RegularizationCode1
ScaLearn: Simple and Highly Parameter-Efficient Task Transfer by Learning to ScaleCode0
Finger-UNet: A U-Net based Multi-Task Architecture for Deep Fingerprint Enhancement—0
Glioma subtype classification from histopathological images using in-domain and out-of-domain transfer learning: An experimental study—0
YOLOR-Based Multi-Task LearningCode5
Distill Knowledge in Multi-task Reinforcement Learning with Optimal-Transport Regularization—0
PolarNet: 3D Point Clouds for Language-Guided Robotic ManipulationCode1
V2X-Lead: LiDAR-based End-to-End Autonomous Driving with Vehicle-to-Everything Communication Integration—0
Conversion of single-energy computed tomography to parametric maps of dual-energy computed tomography using convolutional neural network—0
SOFARI: High-Dimensional Manifold-Based Inference—0
Multi-Task Learning For Reduced Popularity Bias In Multi-Territory Video Recommendations—0
BoIR: Box-Supervised Instance Representation for Multi-Person Pose EstimationCode1
PI-RADS v2 Compliant Automated Segmentation of Prostate Zones Using co-training Motivated Multi-task Dual-Path CNN—0
High-order Joint Constituency and Dependency ParsingCode0
Multi-Task Cooperative Learning via Searching for Flat Minima—0
A Real-Time Multi-Task Learning System for Joint Detection of Face, Facial Landmark and Head Pose—0
Incorporating Singletons and Mention-based Features in Coreference Resolution via Multi-task Learning for Better GeneralizationCode0
Named Entity Recognition via Machine Reading Comprehension: A Multi-Task Learning ApproachCode0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
Deep Mutual Learning across Task Towers for Effective Multi-Task Recommender Learning—0
Dealing with negative samples with multi-task learning on span-based joint entity-relation extraction—0
Non-Intrusive Speech Intelligibility Prediction for Hearing Aids using Whisper and Metadata—0
A Heterogeneous Graph-Based Multi-Task Learning for Fault Event Diagnosis in Smart Grid—0
Task Selection and Assignment for Multi-modal Multi-task Dialogue Act Classification with Non-stationary Multi-armed Bandits—0
One-stage Modality Distillation for Incomplete Multimodal Learning—0
Towards Word-Level End-to-End Neural Speaker Diarization with Auxiliary Network—0
RADE: Reference-Assisted Dialogue Evaluation for Open-Domain Dialogue—0
A Multi-task Learning Framework for Drone State Identification and Trajectory Prediction—0
Getting More for Less: Using Weak Labels and AV-Mixup for Robust Audio-Visual Speaker Verification—0
Learning from Auxiliary Sources in Argumentative Revision Classification—0
Self-Training and Multi-Task Learning for Limited Data: Evaluation Study on Object 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