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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 451–500 of 3687 papers

TitleStatusHype
Jacobian Descent for Multi-Objective Optimization—0
RouteFinder: Towards Foundation Models for Vehicle Routing ProblemsCode2
Fish Tracking, Counting, and Behaviour Analysis in Digital Aquaculture: A Comprehensive Survey—0
Large Language Model as a Universal Clinical Multi-task Decoder—0
PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models—0
Enhancing Criminal Case Matching through Diverse Legal FactorsCode0
MetaGPT: Merging Large Language Models Using Model Exclusive Task Arithmetic—0
Domain Generalization for In-Orbit 6D Pose Estimation—0
Augmenting Biomedical Named Entity Recognition with General-domain ResourcesCode0
UniZero: Generalized and Efficient Planning with Scalable Latent World Models—0
A Late-Stage Bitemporal Feature Fusion Network for Semantic Change DetectionCode0
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting—0
Towards Efficient Pareto Set Approximation via Mixture of Experts Based Model FusionCode1
Automated Essay Scoring Using Grammatical Variety and Errors with Multi-Task Learning and Item Response Theory—0
DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of ExpertsCode1
Scalable Training of Trustworthy and Energy-Efficient Predictive Graph Foundation Models for Atomistic Materials Modeling: A Case Study with HydraGNN—0
Interpetable Target-Feature Aggregation for Multi-Task Learning based on Bias-Variance AnalysisCode0
Scaling Manipulation Learning with Visual Kinematic Chain PredictionCode0
LiSD: An Efficient Multi-Task Learning Framework for LiDAR Segmentation and Detection—0
PERSONA: An Application for Emotion Recognition, Gender Recognition and Age Estimation—0
Accent Conversion with Articulatory Representations—0
The Database and Benchmark for the Source Speaker Tracing Challenge 2024—0
Pretraining Decision Transformers with Reward Prediction for In-Context Multi-task Structured Bandit Learning—0
A Semi-Self-Supervised Approach for Dense-Pattern Video Object Segmentation—0
Nacala-Roof-Material: Drone Imagery for Roof Detection, Classification, and Segmentation to Support Mosquito-borne Disease Risk Assessment—0
Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-TuningCode2
Readability-guided Idiom-aware Sentence Simplification (RISS) for Chinese—0
StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task LearningCode5
Giving each task what it needs -- leveraging structured sparsity for tailored multi-task learningCode0
Quantifying Task Priority for Multi-Task Optimization—0
Understanding Auditory Evoked Brain Signal via Physics-informed Embedding Network with Multi-Task Transformer—0
Pairwise Ranking Loss for Multi-Task Learning in Recommender Systems—0
Multi-Task Learning for Arousal and Sleep Stage Detection Using Fully Convolutional Networks—0
A Survey of Generative Information RetrievalCode0
Generalized Jersey Number Recognition Using Multi-task Learning With Orientation-guided Weight Refinement—0
Robust Multi-Modal Speech In-Painting: A Sequence-to-Sequence Approach—0
Multi-Dimensional Optimization for Text Summarization via Reinforcement Learning—0
Non-Federated Multi-Task Split Learning for Heterogeneous Sources—0
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View SynthesisCode1
SLM as Guardian: Pioneering AI Safety with Small Language Models—0
MGDA Converges under Generalized Smoothness, Provably—0
DGRC: An Effective Fine-tuning Framework for Distractor Generation in Chinese Multi-choice Reading Comprehension—0
Detection-Correction Structure via General Language Model for Grammatical Error CorrectionCode1
A Comparative Study on Multi-task Uncertainty Quantification in Semantic Segmentation and Monocular Depth Estimation—0
Variational Offline Multi-agent Skill Discovery—0
Mixture of Latent Experts Using Tensor Products—0
GlycanML: A Multi-Task and Multi-Structure Benchmark for Glycan Machine LearningCode1
Adversarial Attacks on Hidden Tasks in Multi-Task Learning—0
Leveraging knowledge distillation for partial multi-task learning from multiple remote sensing datasetsCode0
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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