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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 701–750 of 3687 papers

TitleStatusHype
MmAP : Multi-modal Alignment Prompt for Cross-domain Multi-task Learning—0
Principled Weight Initialization for Hypernetworks—0
Accelerating Meta-Learning by Sharing Gradients—0
DFGET: Displacement-Field Assisted Graph Energy Transmitter for Gland Instance Segmentation—0
Order Matters in the Presence of Dataset Imbalance for Multilingual Learning—0
You Only Learn One Query: Learning Unified Human Query for Single-Stage Multi-Person Multi-Task Human-Centric PerceptionCode1
Dynamic Adjustment of Matching Radii under the Broadcasting Mode: A Novel Multitask Learning Strategy and Temporal Modeling Approach—0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction RepresentationsCode0
Customizable Combination of Parameter-Efficient Modules for Multi-Task Learning—0
Compressed Context Memory For Online Language Model InteractionCode1
SequencePAR: Understanding Pedestrian Attributes via A Sequence Generation Paradigm—0
ESM-NBR: fast and accurate nucleic acid-binding residue prediction via protein language model feature representation and multi-task learningCode0
SEPSIS: I Can Catch Your Lies -- A New Paradigm for Deception Detection—0
Interpretable Meta-Learning of Physical Systems—0
AV-RIR: Audio-Visual Room Impulse Response EstimationCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
Multi-task learning with cross-task consistency for improved depth estimation in colonoscopy—0
PEAN: A Diffusion-Based Prior-Enhanced Attention Network for Scene Text Image Super-ResolutionCode1
Syntax-Informed Interactive Model for Comprehensive Aspect-Based Sentiment Analysis—0
Task adaption by biologically inspired stochastic comodulation—0
Multi-task Planar Reconstruction with Feature Warping GuidanceCode0
FedHCA^2: Towards Hetero-Client Federated Multi-Task LearningCode1
AudioLog: LLMs-Powered Long Audio Logging with Hybrid Token-Semantic Contrastive LearningCode0
MultiLoRA: Democratizing LoRA for Better Multi-Task Learning—0
Traffic Sign Interpretation in Real Road Scene—0
Domain Generalization of 3D Object Detection by Density-ResamplingCode0
SSB: Simple but Strong Baseline for Boosting Performance of Open-Set Semi-Supervised LearningCode0
Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task ModelCode1
Emu Edit: Precise Image Editing via Recognition and Generation Tasks—0
Multi-Task Learning Approach for Unified Biometric Estimation from Fetal Ultrasound Anomaly ScansCode0
An adaptive denoising recommendation algorithm for causal separation biasCode0
Fast Detection of Phase Transitions with Multi-Task Learning-by-Confusion—0
MELA: Multilingual Evaluation of Linguistic AcceptabilityCode0
Graph-Induced Syntactic-Semantic Spaces in Transformer-Based Variational AutoEncodersCode0
Attention-based Multi-task Learning for Base Editor Outcome Prediction—0
Multi-task learning for joint weakly-supervised segmentation and aortic arch anomaly classification in fetal cardiac MRICode0
Alleviating Behavior Data Imbalance for Multi-Behavior Graph Collaborative Filtering—0
Automated Heterogeneous Low-Bit Quantization of Multi-Model Deep Learning Inference Pipeline—0
Clipped-Objective Policy Gradients for Pessimistic Policy OptimizationCode0
Florence-2: Advancing a Unified Representation for a Variety of Vision TasksCode1
Asynchronous Message-Passing and Zeroth-Order Optimization Based Distributed Learning with a Use-Case in Resource Allocation in Communication Networks—0
Examining Common Paradigms in Multi-Task Learning—0
Joint Sensing and Semantic Communications with Multi-Task Deep Learning—0
iACOS: Advancing Implicit Sentiment Extraction with Informative and Adaptive Negative ExamplesCode0
Data exploitation: multi-task learning of object detection and semantic segmentation on partially annotated dataCode0
Self-MI: Efficient Multimodal Fusion via Self-Supervised Multi-Task Learning with Auxiliary Mutual Information Maximization—0
JPAVE: A Generation and Classification-based Model for Joint Product Attribute Prediction and Value ExtractionCode0
deep-REMAP: Parameterization of Stellar Spectra Using Regularized Multi-Task Learning—0
Rethinking and Improving Multi-task Learning for End-to-end Speech TranslationCode0
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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