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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
Efficient Labelling of Affective Video Datasets via Few-Shot & Multi-Task Contrastive LearningCode0
Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing with Non-Learnable PrimitivesCode0
Online Multi-Task Learning with Recursive Least Squares and Recursive Kernel Methods—0
UPB at IberLEF-2023 AuTexTification: Detection of Machine-Generated Text using Transformer Ensembles—0
Multi-task learning for classification, segmentation, reconstruction, and detection on chest CT scans—0
FULLER: Unified Multi-modality Multi-task 3D Perception via Multi-level Gradient Calibration—0
Anatomy-Aware Lymph Node Detection in Chest CT using Implicit Station Stratification—0
Improvable Gap Balancing for Multi-Task LearningCode1
TaskExpert: Dynamically Assembling Multi-Task Representations with Memorial Mixture-of-ExpertsCode2
Prompt Guided Transformer for Multi-Task Dense PredictionCode1
When Multi-Task Learning Meets Partial Supervision: A Computer Vision ReviewCode0
DEPHN: Different Expression Parallel Heterogeneous Network using virtual gradient optimization for Multi-task Learning—0
Pre-train, Adapt and Detect: Multi-Task Adapter Tuning for Camouflaged Object Detection—0
Forecasting Early with Meta LearningCode0
Longitudinal Data and a Semantic Similarity Reward for Chest X-Ray Report GenerationCode1
Modeling Orders of User Behaviors via Differentiable Sorting: A Multi-task Framework to Predicting User Post-click Conversion—0
LiDAR-BEVMTN: Real-Time LiDAR Bird's-Eye View Multi-Task Perception Network for Autonomous Driving—0
A Novel Multi-Task Model Imitating Dermatologists for Accurate Differential Diagnosis of Skin Diseases in Clinical Images—0
RayMVSNet++: Learning Ray-based 1D Implicit Fields for Accurate Multi-View Stereo—0
Noise-aware Speech Enhancement using Diffusion Probabilistic ModelCode1
TransNuSeg: A Lightweight Multi-Task Transformer for Nuclei SegmentationCode1
Similarity-based Memory Enhanced Joint Entity and Relation ExtractionCode0
Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks—0
Towards the Better Ranking Consistency: A Multi-task Learning Framework for Early Stage Ads Ranking—0
Hyperspherical Embedding for Point Cloud CompletionCode1
Gradient Surgery for One-shot Unlearning on Generative Model—0
Advances and Challenges in Meta-Learning: A Technical Review—0
STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data MapCode0
TBGC: Task-level Backbone-Oriented Gradient Clip for Multi-Task Foundation Model Learning—0
Mitigating Negative Transfer with Task Awareness for Sexism, Hate Speech, and Toxic Language DetectionCode0
Derivative Free Weight-space Ensembling—0
Joint Perceptual Learning for Enhancement and Object Detection in Underwater Scenarios—0
Multi-Task Learning with Summary Statistics—0
Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical Systems—0
Multi-Task Learning Improves Performance In Deep Argument Mining Models—0
Towards Suicide Prevention from Bipolar Disorder with Temporal Symptom-Aware Multitask LearningCode0
A region and category confidence-based multi-task network for carotid ultrasound image segmentation and classification—0
FedBone: Towards Large-Scale Federated Multi-Task Learning—0
Feature Representation Learning for NL2SQL Generation Based on Coupling and Decoupling—0
Correct Like Humans: Progressive Learning Framework for Chinese Text Error Correction—0
Achieving RGB-D level Segmentation Performance from a Single ToF Camera—0
An Efficient General-Purpose Modular Vision Model via Multi-Task Heterogeneous Training—0
An Adversarial Multi-Task Learning Method for Chinese Text Correction with Semantic Detection—0
Sentence-to-Label Generation Framework for Multi-task Learning of Japanese Sentence Classification and Named Entity RecognitionCode0
DCID: Deep Canonical Information DecompositionCode0
Style-transfer based Speech and Audio-visual Scene Understanding for Robot Action Sequence Acquisition from Videos—0
Precursor-of-Anomaly Detection for Irregular Time SeriesCode1
Multi-task Item-attribute Graph Pre-training for Strict Cold-start Item RecommendationCode0
MIRACLE: Multi-task Learning based Interpretable Regulation of Autoimmune Diseases through Common Latent Epigenetics—0
Multi-Task Learning with Loop Specific Attention for CDR Structure Prediction—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