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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 2051–2100 of 3687 papers

TitleStatusHype
More diverse more adaptive: Comprehensive Multi-task Learning for Improved LLM Domain Adaptation in E-commerce—0
More for Less: Non-Intrusive Speech Quality Assessment with Limited Annotations—0
MoRE: Unlocking Scalability in Reinforcement Learning for Quadruped Vision-Language-Action Models—0
Towards Speech Emotion Recognition "in the wild" using Aggregated Corpora and Deep Multi-Task Learning—0
MoSLD: An Extremely Parameter-Efficient Mixture-of-Shared LoRAs for Multi-Task Learning—0
Motif-Based Prompt Learning for Universal Cross-Domain Recommendation—0
MotionLab: Unified Human Motion Generation and Editing via the Motion-Condition-Motion Paradigm—0
3D Virtual Garment Modeling from RGB Images—0
MOWA: Multiple-in-One Image Warping Model—0
Towards the Better Ranking Consistency: A Multi-task Learning Framework for Early Stage Ads Ranking—0
MPSA-DenseNet: A novel deep learning model for English accent classification—0
MRC-based Medical NER with Multi-task Learning and Multi-strategies—0
Audio-Visual Speech Enhancement Using Multimodal Deep Convolutional Neural Networks—0
Towards Transparent and Accurate Plasma State Monitoring at JET—0
MS-Net: A Multi-Path Sparse Model for Motion Prediction in Multi-Scenes—0
MT2KD: Towards A General-Purpose Encoder for Speech, Speaker, and Audio Events—0
Audio-Visual Speech Enhancement Using Multimodal Deep Convolutional Neural Networks—0
MT3DNet: Multi-Task learning Network for 3D Surgical Scene Reconstruction—0
Audio-Visual Fusion Layers for Event Type Aware Video Recognition—0
MT-BioNER: Multi-task Learning for Biomedical Named Entity Recognition using Deep Bidirectional Transformers—0
Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons—0
Audio Tagging by Cross Filtering Noisy Labels—0
Towards Unification of Discourse Annotation Frameworks—0
MTCNET: Multi-task Learning Paradigm for Crowd Count Estimation—0
MTDT: A Multi-Task Deep Learning Digital Twin—0
A Two-Stage Neural-Filter Pareto Front Extractor and the need for Benchmarking—0
Towards Unified Modeling in Federated Multi-Task Learning via Subspace Decoupling—0
MTI-Net: A Multi-Target Speech Intelligibility Prediction Model—0
MKD: a Multi-Task Knowledge Distillation Approach for Pretrained Language Models—0
Towards Unified Prompt Tuning for Few-shot Learning—0
Attentive max feature map and joint training for acoustic scene classification—0
Towards Unified Prompt Tuning for Few-shot Text Classification—0
Attention-Enhanced Cross-Task Network for Analysing Multiple Attributes of Lung Nodules in CT—0
Attention-based Multi-task Learning for Base Editor Outcome Prediction—0
Attention-based Multi-task Learning for Base Editor Outcome Prediction—0
Attending Generalizability in Course of Deep Fake Detection by Exploring Multi-task Learning—0
MTLSegFormer: Multi-task Learning with Transformers for Semantic Segmentation in Precision Agriculture—0
MTL-SLT: Multi-Task Learning for Spoken Language Tasks—0
MTLSO: A Multi-Task Learning Approach for Logic Synthesis Optimization—0
A Trigger-Aware Multi-Task Learning for Chinese Event Entity Recognition—0
Towards Unified Task Embeddings Across Multiple Models: Bridging the Gap for Prompt-Based Large Language Models and Beyond—0
MTL-UE: Learning to Learn Nothing for Multi-Task Learning—0
MTNA: A Neural Multi-task Model for Aspect Category Classification and Aspect Term Extraction On Restaurant Reviews—0
Adaptive Smoothed Online Multi-Task Learning—0
MTSpark: Enabling Multi-Task Learning with Spiking Neural Networks for Generalist Agents—0
MugRep: A Multi-Task Hierarchical Graph Representation Learning Framework for Real Estate Appraisal—0
MulGT: Multi-task Graph-Transformer with Task-aware Knowledge Injection and Domain Knowledge-driven Pooling for Whole Slide Image Analysis—0
Multi-Accent Adaptation based on Gate Mechanism—0
Multi-Agent Distributed Lifelong Learning for Collective Knowledge Acquisition—0
MultiBalance: Multi-Objective Gradient Balancing in Industrial-Scale Multi-Task Recommendation System—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