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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 901–950 of 3687 papers

TitleStatusHype
Anno-incomplete Multi-dataset Detection—0
An Exploratory Deep Learning Approach for Predicting Subsequent Suicidal Acts in Chinese Psychological Support HotlinesCode0
Query-by-Example Keyword Spotting Using Spectral-Temporal Graph Attentive Pooling and Multi-Task Learning—0
Detailed delineation of the fetal brain in diffusion MRI via multi-task learningCode0
Can Optimization Trajectories Explain Multi-Task Transfer?—0
SEQ+MD: Learning Multi-Task as a SEQuence with Multi-Distribution Data—0
Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical Assessment—0
WCEbleedGen: A wireless capsule endoscopy dataset and its benchmarking for automatic bleeding classification, detection, and segmentationCode0
DTN: Deep Multiple Task-specific Feature Interactions Network for Multi-Task Recommendation—0
Robust Long-Range Perception Against Sensor Misalignment in Autonomous Vehicles—0
TeamLoRA: Boosting Low-Rank Adaptation with Expert Collaboration and CompetitionCode0
Elite360M: Efficient 360 Multi-task Learning via Bi-projection Fusion and Cross-task Collaboration—0
MaskBEV: Towards A Unified Framework for BEV Detection and Map Segmentation—0
Multi-task Learning Approach for Intracranial Hemorrhage PrognosisCode0
Analytical Uncertainty-Based Loss Weighting in Multi-Task Learning—0
Dynamic Adaptive Optimization for Effective Sentiment Analysis Fine-Tuning on Large Language Models—0
Lifelong Reinforcement Learning via Neuromodulation—0
HoME: Hierarchy of Multi-Gate Experts for Multi-Task Learning at Kuaishou—0
Exploring Query Understanding for Amazon Product Search—0
Synergistic Learning with Multi-Task DeepONet for Efficient PDE Problem SolvingCode0
Table Transformers for Imputing Textual AttributesCode0
Cross-domain Named Entity Recognition via Graph Matching—0
Dancing in Chains: Reconciling Instruction Following and Faithfulness in Language ModelsCode0
Personalized Multi-task Training for Recommender System—0
Multi-Task Learning for Few-Shot Online Adaptation under Signal Temporal Logic Specifications—0
Efficient Pareto Manifold Learning with Low-Rank Structure—0
GradCraft: Elevating Multi-task Recommendations through Holistic Gradient CraftingCode0
A Survey of Malware Detection Using Deep Learning—0
Model-driven Heart Rate Estimation and Heart Murmur Detection based on Phonocardiogram—0
IntentRec: Predicting User Session Intent with Hierarchical Multi-Task Learning—0
Automated Code-centric Software Vulnerability Assessment: How Far Are We? An Empirical Study in C/C++Code0
Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning—0
Context-aware Multi-task Learning for Pedestrian Intent and Trajectory PredictionCode0
Affective Behaviour Analysis via Progressive Learning—0
EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification—0
Towards a "universal translator" for neural dynamics at single-cell, single-spike resolution—0
A deep latent variable model for semi-supervised multi-unit soft sensing in industrial processes—0
HSEmotion Team at the 7th ABAW Challenge: Multi-Task Learning and Compound Facial Expression Recognition—0
LIMT: Language-Informed Multi-Task Visual World Models—0
Affective Behavior Analysis using Task-adaptive and AU-assisted Graph Network—0
Backdoor Attacks against Image-to-Image Networks—0
Disentangling Representations through Multi-task Learning—0
Beyond Text: Leveraging Multi-Task Learning and Cognitive Appraisal Theory for Post-Purchase Intention Analysis—0
Semi-Supervised Multi-Task Learning Based Framework for Power System Security Assessment—0
DG-PIC: Domain Generalized Point-In-Context Learning for Point Cloud Understanding—0
Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences—0
Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons—0
Gait Patterns as Biomarkers: A Video-Based Approach for Classifying Scoliosis—0
OneDiff: A Generalist Model for Image Difference Captioning—0
DMTG: One-Shot Differentiable Multi-Task GroupingCode0
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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