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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 2651–2700 of 3687 papers

TitleStatusHype
PAD-Net: Multi-Tasks Guided Prediction-and-Distillation Network for Simultaneous Depth Estimation and Scene Parsing—0
PAIC at SemEval-2022 Task 5: Multi-Modal Misogynous Detection in MEMES with Multi-Task Learning And Multi-model Fusion—0
PainFormer: a Vision Foundation Model for Automatic Pain Assessment—0
Pairwise Ranking Loss for Multi-Task Learning in Recommender Systems—0
PAL : Pretext-based Active Learning—0
An Efficient General-Purpose Modular Vision Model via Multi-Task Heterogeneous Training—0
Panoptic Perception: A Novel Task and Fine-grained Dataset for Universal Remote Sensing Image Interpretation—0
Papago’s Submission for the WMT21 Quality Estimation Shared Task—0
Parallax Motion Effect Generation Through Instance Segmentation And Depth Estimation—0
Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting—0
Parallel integrative learning for large-scale multi-response regression with incomplete outcomes—0
AnchorDP3: 3D Affordance Guided Sparse Diffusion Policy for Robotic Manipulation—0
An Audio-centric Multi-task Learning Framework for Streaming Ads Targeting on Spotify—0
Understanding Auditory Evoked Brain Signal via Physics-informed Embedding Network with Multi-Task Transformer—0
An Attention-Driven Approach of No-Reference Image Quality Assessment—0
Parametric Task Learning—0
Pareto Control Barrier Function for Inner Safe Set Maximization Under Input Constraints—0
Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences—0
Anatomy-Aware Lymph Node Detection in Chest CT using Implicit Station Stratification—0
Zero-shot Load Forecasting for Integrated Energy Systems: A Large Language Model-based Framework with Multi-task Learning—0
Pareto Navigation Gradient Descent: a First Order Algorithm for Optimization in Pareto Set—0
Pareto Navigation Gradient Descent: a First-Order Algorithm for Optimization in Pareto Set—0
Pareto-Path Multi-Task Multiple Kernel Learning—0
PartAL: Efficient Partial Active Learning in Multi-Task Visual Settings—0
Understanding Emotion Valence is a Joint Deep Learning Task—0
Password-conditioned Anonymization and Deanonymization with Face Identity Transformers—0
PathRank: A Multi-Task Learning Framework to Rank Paths in Spatial Networks—0
PathRWKV: Enabling Whole Slide Prediction with Recurrent-Transformer—0
Understanding Few-Shot Multi-Task Representation Learning Theory—0
Understanding Image and Text Simultaneously: a Dual Vision-Language Machine Comprehension Task—0
Pattern-Structure Diffusion for Multi-Task Learning—0
Anaphora Resolution in Dialogue: System Description (CODI-CRAC 2022 Shared Task)—0
PCA-based Multi Task Learning: a Random Matrix Approach—0
PCL: Prompt-based Continual Learning for User Modeling in Recommender Systems—0
Understanding Impacts of Task Similarity on Backdoor Attack and Detection—0
PDSS: A Privacy-Preserving Framework for Step-by-Step Distillation of Large Language Models—0
PeaceGAN: A GAN-based Multi-Task Learning Method for SAR Target Image Generation with a Pose Estimator and an Auxiliary Classifier—0
An analytic theory of generalization dynamics and transfer learning in deep linear networks—0
Pedestrian Attribute Recognition: A Survey—0
Pedestrian Crossing Action Recognition and Trajectory Prediction with 3D Human Keypoints—0
An Analysis of Selection Bias Issue for Online Advertising—0
An Analysis Of Entire Space Multi-Task Models For Post-Click Conversion Prediction—0
Analyzing the Effect of Multi-task Learning for Biomedical Named Entity Recognition—0
PEMP: Leveraging Physics Properties to Enhance Molecular Property Prediction—0
Wolf2Pack: The AutoFusion Framework for Dynamic Parameter Fusion—0
Pentagon at MEDIQA 2019: Multi-task Learning for Filtering and Re-ranking Answers using Language Inference and Question Entailment—0
Understand the dynamics of GANs via Primal-Dual Optimization—0
UniCoder: Scaling Code Large Language Model via Universal Code—0
Analyzing Policy Distillation on Multi-Task Learning and Meta-Reinforcement Learning in Meta-World—0
UniDual: A Unified Model for Image and Video Understanding—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