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 1101–1150 of 3687 papers

TitleStatusHype
Multi-Task Learning Using Uncertainty to Weigh Losses for Heterogeneous Face Attribute Estimation—0
Speaker-Independent Dysarthria Severity Classification using Self-Supervised Transformers and Multi-Task Learning—0
Location-guided Head Pose Estimation for Fisheye Image—0
The Foundational Capabilities of Large Language Models in Predicting Postoperative Risks Using Clinical NotesCode0
A Vanilla Multi-Task Framework for Dense Visual Prediction Solution to 1st VCL Challenge -- Multi-Task Robustness Track—0
Federated Learning for Estimating Heterogeneous Treatment Effects—0
Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddings—0
InterroGate: Learning to Share, Specialize, and Prune Representations for Multi-task Learning—0
Neural population geometry and optimal coding of tasks with shared latent structure—0
Unified View of Grokking, Double Descent and Emergent Abilities: A Perspective from Circuits Competition—0
Towards Principled Task Grouping for Multi-Task Learning—0
Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond—0
Federated Multi-Task Learning on Non-IID Data Silos: An Experimental StudyCode0
Filter-based multi-task cross-corpus feature learning for speech emotion recognitionCode0
Efficient Multi-task Uncertainties for Joint Semantic Segmentation and Monocular Depth Estimation—0
Multitask Kernel-based Learning with Logic Constraints—0
Collaborative Learning with Different Labeling Functions—0
PMGDA: A Preference-based Multiple Gradient Descent AlgorithmCode0
Learning-based Bone Quality Classification Method for Spinal Metastasis—0
Text Detoxification as Style Transfer in English and HindiCode0
SpeechCLIP+: Self-supervised multi-task representation learning for speech via CLIP and speech-image dataCode0
Adaptive multi-gradient methods for quasiconvex vector optimization and applications to multi-task learning—0
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain—0
An Interactive Agent Foundation Model—0
Robust Analysis of Multi-Task Learning Efficiency: New Benchmarks on Light-Weighed Backbones and Effective Measurement of Multi-Task Learning Challenges by Feature Disentanglement—0
Deep Nonlinear Hyperspectral Unmixing Using Multi-task Learning—0
Robust Multi-Task Learning with Excess RisksCode0
DROP: Decouple Re-Identification and Human Parsing with Task-specific Features for Occluded Person Re-identificationCode0
Proximity QA: Unleashing the Power of Multi-Modal Large Language Models for Spatial Proximity AnalysisCode0
Uncertainty-Aware Explainable Recommendation with Large Language Models—0
MT-HCCAR: Multi-Task Deep Learning with Hierarchical Classification and Attention-based Regression for Cloud Property RetrievalCode0
Transfer Learning for the Prediction of Entity Modifiers in Clinical Text: Application to Opioid Use Disorder Case Detection—0
MLLMReID: Multimodal Large Language Model-based Person Re-identification—0
Unlocking the Potential: Multi-task Deep Learning for Spaceborne Quantitative Monitoring of Fugitive Methane Plumes—0
Personalized Over-the-Air Federated Learning with Personalized Reconfigurable Intelligent Surfaces—0
Distributed Multi-Task Learning for Stochastic Bandits with Context Distribution and Stage-wise Constraints—0
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges—0
OrchMoE: Efficient Multi-Adapter Learning with Task-Skill Synergy—0
Multi-task Learning for Joint Re-identification, Team Affiliation, and Role Classification for Sports Visual Tracking—0
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level OptimizationCode0
UniRQR: A Unified Model for Retrieval Decision, Query, and Response Generation in Internet-Based Knowledge Dialogue Systems—0
BS-PLCNet: Band-split Packet Loss Concealment Network with Multi-task Learning Framework and Multi-discriminators—0
CoT-Driven Framework for Short Text Classification: Enhancing and Transferring Capabilities from Large to Smaller Model—0
Will 6G be Semantic Communications? Opportunities and Challenges from Task Oriented and Secure Communications to Integrated Sensing—0
Graph Neural Networks for Surfactant Multi-Property PredictionCode0
Distribution Matching for Multi-Task Learning of Classification Tasks: a Large-Scale Study on Faces & Beyond—0
Efficient Multi-domain Text Recognition Deep Neural Network Parameterization with Residual AdaptersCode0
A Multi-Task, Multi-Modal Approach for Predicting Categorical and Dimensional Emotions—0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution—0
OmniDialog: An Omnipotent Pre-training Model for Task-Oriented Dialogue System—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