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 151–200 of 3687 papers

TitleStatusHype
WirelessGPT: A Generative Pre-trained Multi-task Learning Framework for Wireless Communication—0
Multi-task Online Learning for Probabilistic Load Forecasting—0
A Multi-Task Learning Approach to Linear Multivariate ForecastingCode1
Omni-DNA: A Unified Genomic Foundation Model for Cross-Modal and Multi-Task Learning—0
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
MotionLab: Unified Human Motion Generation and Editing via the Motion-Condition-Motion Paradigm—0
Learning to Learn Weight Generation via Local Consistency Diffusion—0
Gradient Alignment in Physics-informed Neural Networks: A Second-Order Optimization PerspectiveCode3
From Low Intrinsic Dimensionality to Non-Vacuous Generalization Bounds in Deep Multi-Task LearningCode0
Controllable Neural Architectures for Multi-Task Control—0
Citation Recommendation based on Argumentative Zoning of User Queries—0
ISAM-MTL: Cross-subject multi-task learning model with identifiable spikes and associative memory networks—0
General Embedding vs. Task-Specific Embedding: A Comparative Approach to Enhancing NLP Performance—0
Glioma Multimodal MRI Analysis System for Tumor Layered Diagnosis via Multi-task Semi-supervised Learning—0
Towards Explainable Multimodal Depression Recognition for Clinical InterviewsCode0
Stepback: Enhanced Disentanglement for Voice Conversion via Multi-Task Learning—0
Each Rank Could be an Expert: Single-Ranked Mixture of Experts LoRA for Multi-Task Learning—0
Hierarchical Time-Aware Mixture of Experts for Multi-Modal Sequential RecommendationCode1
Multi-Task Corrupted Prediction for Learning Robust Audio-Visual Speech RepresentationCode1
ReasVQA: Advancing VideoQA with Imperfect Reasoning Process—0
RAMQA: A Unified Framework for Retrieval-Augmented Multi-Modal Question AnsweringCode0
Hybrid Losses for Hierarchical Embedding LearningCode0
Meta-Sparsity: Learning Optimal Sparse Structures in Multi-task Networks through Meta-learning—0
Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and BeyondCode7
ColNet: Collaborative Optimization in Decentralized Federated Multi-task Learning Systems—0
Disentangled Interleaving Variational Encoding—0
XMusic: Towards a Generalized and Controllable Symbolic Music Generation Framework—0
TimberVision: A Multi-Task Dataset and Framework for Log-Component Segmentation and Tracking in Autonomous Forestry OperationsCode1
Semantic-CD: Remote Sensing Image Semantic Change Detection towards Open-vocabulary Setting—0
Transforming Vision Transformer: Towards Efficient Multi-Task Asynchronous LearningCode1
CeViT: Copula-Enhanced Vision Transformer in multi-task learning and bi-group image covariates with an application to myopia screeningCode0
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks—0
Knowledge Transfer in Model-Based Reinforcement Learning Agents for Efficient Multi-Task Learning—0
Supervised Learning with Evolving Tasks and Performance GuaranteesCode0
Regularising NARX models with multi-task learning—0
TADFormer : Task-Adaptive Dynamic Transformer for Efficient Multi-Task Learning—0
Universal Speaker Embedding Free Target Speaker Extraction and Personal Voice Activity Detection—0
Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case StudyCode0
BASIC: Semi-supervised Multi-organ Segmentation with Balanced Subclass Regularization and Semantic-conflict Penalty—0
Inverse Design of Optimal Stern Shape with Convolutional Neural Network-based Pressure Distribution—0
Vulnerability-Aware Spatio-Temporal Learning for Generalizable and Interpretable Deepfake Video DetectionCode0
DiagrammaticLearning: A Graphical Language for Compositional Training Regimes—0
Modeling Multi-Task Model Merging as Adaptive Projective Gradient DescentCode1
Towards Consistent Multi-Task Learning: Unlocking the Potential of Task-Specific Parameters—0
ALIEN: Implicit Neural Representations for Human Motion Prediction under Arbitrary Latency—0
Identifying and Mitigating Spurious Correlation in Multi-Task Learning—0
Z-Magic: Zero-shot Multiple Attributes Guided Image Creator—0
Decouple-Then-Merge: Finetune Diffusion Models as Multi-Task Learning—0
Revisiting Fairness in Multitask Learning: A Performance-Driven Approach for Variance Reduction—0
TADFormer: Task-Adaptive Dynamic TransFormer for Efficient Multi-Task Learning—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