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

Showing 151175 of 3687 papers

TitleStatusHype
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Context-Aware Answer Extraction in Question AnsweringCode1
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and GenerationCode1
A Large Scale Search Dataset for Unbiased Learning to RankCode1
A Multi-task Framework for Infrared Small Target Detection and SegmentationCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
CodeTrans: Towards Cracking the Language of Silicon's Code Through Self-Supervised Deep Learning and High Performance ComputingCode1
Continual Learning in Task-Oriented Dialogue SystemsCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
CodeFill: Multi-token Code Completion by Jointly Learning from Structure and Naming SequencesCode1
Combinatorial Optimization Perspective based Framework for Multi-behavior RecommendationCode1
Compressed Context Memory For Online Language Model InteractionCode1
ComSL: A Composite Speech-Language Model for End-to-End Speech-to-Text TranslationCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
360 Depth Estimation in the Wild -- The Depth360 Dataset and the SegFuse NetworkCode1
Continued Pretraining for Better Zero- and Few-Shot PromptabilityCode1
Adaptive Transfer Learning on Graph Neural NetworksCode1
Copolymer Informatics with Multi-Task Deep Neural NetworksCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
DenseMTL: Cross-task Attention Mechanism for Dense Multi-task LearningCode1
AdaRank: Adaptive Rank Pruning for Enhanced Model MergingCode1
CTIN: Robust Contextual Transformer Network for Inertial NavigationCode1
A Knowledge-Enhanced Pretraining Model for Commonsense Story GenerationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified