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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1976–2000 of 3687 papers

TitleStatusHype
Improving Syntactic Parsing with Consistency Learning—0
An Unsupervised Multiple-Task and Multiple-Teacher Model for Cross-lingual Named Entity RecognitionCode0
A Multi-task Event and Argument Trigger Detection in Hindi using POS Tagging as an Auxiliary Task—0
On-Demand Unlabeled Personalized Federated Learning—0
All in One: A Multi-Task Learning for Emoji, Sentiment and Emotion Analysis in Code-Mixed Text—0
All Birds with One Stone: Multi-task Learning for Inference with One Forward Pass—0
Towards Unified Prompt Tuning for Few-shot Learning—0
LordBERT: Embedding Long Text by Segment Ordering with BERT—0
Adversarial multi-task learning to solve holistic semantic polishing problem of Chinese text—0
Unified Speech-Text Pre-training for Speech Translation and Recognition—0
Exploiting Dialogue Act for Knowledge Selection and Response Generation—0
CoCA-MDD: A Coupled Cross-Attention based Framework for Streaming Mispronunciation Detection and Diagnosis—0
Utterance Rewriting with Contrastive Learning in Multi-turn Dialogue—0
One General Teacher for Multi-Data Multi-Task: A New Knowledge Distillation Framework for Discourse Relation Analysis—0
Cross-domain Named Entity Recognition via Graph Matching—0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Zero-Shot Low-Resource Language Temporal Expression Extraction—0
Zero-Shot Dependency Parsing with Worst-Case Aware Automated Curriculum Learning—0
Improving Prosody for Unseen Texts in Speech Synthesis by Utilizing Linguistic Information and Noisy Data—0
DEEP: DEnoising Entity Pre-training for Neural Machine Translation—0
Kronecker Factorization for Preventing Catastrophic Forgetting in Large-scale Medical Entity Linking—0
Towards Robust Knowledge Graph Embedding via Multi-task Reinforcement Learning—0
Multi-Task Neural Processes—0
Real-time landmark detection for precise endoscopic submucosal dissection via shape-aware relation networkCode0
Generalization in Dexterous Manipulation via Geometry-Aware Multi-Task Learning—0
Multi-task Learning of Order-Consistent Causal Graphs—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