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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2001–2025 of 3687 papers

TitleStatusHype
Mixture-of-LoRAs: An Efficient Multitask Tuning for Large Language Models—0
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density—0
A Unified Multi-Task Learning Architecture for Hate Detection Leveraging User-Based Information—0
MLLMReID: Multimodal Large Language Model-based Person Re-identification—0
MLR: A Two-stage Conversational Query Rewriting Model with Multi-task Learning—0
Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing—0
MmAP : Multi-modal Alignment Prompt for Cross-domain Multi-task Learning—0
A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining—0
MMGER: Multi-modal and Multi-granularity Generative Error Correction with LLM for Joint Accent and Speech Recognition—0
Towards Principled Task Grouping for Multi-Task Learning—0
MM-SFENet: Multi-scale Multi-task Localization and Classification of Bladder Cancer in MRI with Spatial Feature Encoder Network—0
MMSpeech: Multi-modal Multi-task Encoder-Decoder Pre-training for Speech Recognition—0
MMTL: The Meta Multi-Task Learning for Aspect Category Sentiment Analysis—0
A Unified Framework for Structured Low-rank Matrix Learning—0
A Conceptual Framework for Lifelong Learning—0
Mobility-aware Content Preference Learning in Decentralized Caching Networks—0
A Unified Framework for Campaign Performance Forecasting in Online Display Advertising—0
ModalTune: Fine-Tuning Slide-Level Foundation Models with Multi-Modal Information for Multi-task Learning in Digital Pathology—0
Ad Creative Discontinuation Prediction with Multi-Modal Multi-Task Neural Survival Networks—0
Model-Agnostic Meta-Learning for Natural Language Understanding Tasks in Finance—0
Model-driven Heart Rate Estimation and Heart Murmur Detection based on Phonocardiogram—0
Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity—0
Modeling Local Contexts for Joint Dialogue Act Recognition and Sentiment Classification with Bi-channel Dynamic Convolutions—0
Modeling Long Context for Task-Oriented Dialogue State Generation—0
A Unified Framework for Adaptive Representation Enhancement and Inversed Learning in Cross-Domain Recommendation—0
Show:102550
← PrevPage 81 of 148Next →
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