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 2226–2250 of 3687 papers

TitleStatusHype
Understanding Impacts of Task Similarity on Backdoor Attack and Detection—0
Understand the dynamics of GANs via Primal-Dual Optimization—0
UniCoder: Scaling Code Large Language Model via Universal Code—0
UniDual: A Unified Model for Image and Video Understanding—0
Unified 3D Mesh Recovery of Humans and Animals by Learning Animal Exercise—0
UnifiedABSA: A Unified ABSA Framework Based on Multi-task Instruction Tuning—0
Unified Detection of Digital and Physical Face Attacks—0
Unified Multi-Criteria Chinese Word Segmentation with BERT—0
Unified Multi-Domain Learning and Data Imputation using Adversarial Autoencoder—0
Unified Multi-Task Learning & Model Fusion for Efficient Language Model Guardrailing—0
Unified Segment-to-Segment Framework for Simultaneous Sequence Generation—0
Unified Speech-Text Pre-training for Speech Translation and Recognition—0
Unified View of Grokking, Double Descent and Emergent Abilities: A Perspective from Circuits Competition—0
Uniform Loss vs. Specialized Optimization: A Comparative Analysis in Multi-Task Learning—0
Unifying Instance and Panoptic Segmentation with Dynamic Rank-1 Convolutions—0
Unifying Multi-Domain Multi-Task Learning: Tensor and Neural Network Perspectives—0
Unifying Question Answering, Text Classification, and Regression via Span Extraction—0
Unifying Structure Analysis and Surrogate-driven Function Regression for Glaucoma OCT Image Screening—0
Unifying the Discrete and Continuous Emotion labels for Speech Emotion Recognition—0
UniGEM: A Unified Approach to Generation and Property Prediction for Molecules—0
UniMelb at SemEval-2018 Task 12: Generative Implication using LSTMs, Siamese Networks and Semantic Representations with Synonym Fuzzing—0
UniRQR: A Unified Model for Retrieval Decision, Query, and Response Generation in Internet-Based Knowledge Dialogue Systems—0
Universal Sentence Encoder for English—0
Universal Speaker Embedding Free Target Speaker Extraction and Personal Voice Activity Detection—0
UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructions—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