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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

Showing 451500 of 3687 papers

TitleStatusHype
PlaneRecNet: Multi-Task Learning with Cross-Task Consistency for Piece-Wise Plane Detection and Reconstruction from a Single RGB ImageCode1
Bayesian Uncertainty for Gradient Aggregation in Multi-Task LearningCode1
PLUR: A Unifying, Graph-Based View of Program Learning, Understanding, and RepairCode1
PolarNet: 3D Point Clouds for Language-Guided Robotic ManipulationCode1
Predictive Experience Replay for Continual Visual Control and ForecastingCode1
Prefer to Classify: Improving Text Classifiers via Auxiliary Preference LearningCode1
Proactive Retrieval-based Chatbots based on Relevant Knowledge and GoalsCode1
Prompt Guided Transformer for Multi-Task Dense PredictionCode1
Push-the-Boundary: Boundary-aware Feature Propagation for Semantic Segmentation of 3D Point CloudsCode1
Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA FrameworkCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Radiomics-enhanced Deep Multi-task Learning for Outcome Prediction in Head and Neck CancerCode1
Compressed Context Memory For Online Language Model InteractionCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
REF-VLM: Triplet-Based Referring Paradigm for Unified Visual DecodingCode1
Beyond expectation: Deep joint mean and quantile regression for spatio-temporal problemsCode1
Adversarial Multi-task Learning Enhanced Physics-informed Neural Networks for Solving Partial Differential EquationsCode1
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective AdaptationCode1
Reparameterizing Convolutions for Incremental Multi-Task Learning without Task InterferenceCode1
Representation Surgery for Multi-Task Model MergingCode1
A Multi-view Multi-task Learning Framework for Multi-variate Time Series ForecastingCode1
Compressed Interaction Graph based Framework for Multi-behavior RecommendationCode1
Acoustic Prompt Tuning: Empowering Large Language Models with Audition CapabilitiesCode1
Bi-Directional Attention for Joint Instance and Semantic Segmentation in Point CloudsCode1
Specialty-Oriented Generalist Medical AI for Chest CT ScreeningCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
Deep Homography Estimation for Dynamic ScenesCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
COVID-CT-Dataset: A CT Scan Dataset about COVID-19Code1
LDC-MTL: Balancing Multi-Task Learning through Scalable Loss Discrepancy ControlCode1
Searching for Effective Neural Network Architectures for Heart Murmur Detection from PhonocardiogramCode1
SeBot: Structural Entropy Guided Multi-View Contrastive Learning for Social Bot DetectionCode1
BioREx: Improving Biomedical Relation Extraction by Leveraging Heterogeneous DatasetsCode1
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less DataCode1
Semantic Line Detection and Its ApplicationsCode1
BoIR: Box-Supervised Instance Representation for Multi-Person Pose EstimationCode1
Conflict-Averse Gradient Descent for Multi-task LearningCode1
DenseMTL: Cross-task Attention Mechanism for Dense Multi-task LearningCode1
Analyzing Multi-Task Learning for Abstractive Text SummarizationCode1
Skipping the Frame-Level: Event-Based Piano Transcription With Neural Semi-CRFsCode1
Sonicverse: A Multisensory Simulation Platform for Embodied Household Agents that See and HearCode1
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task LearningCode1
Speech Emotion Recognition with Multi-Task LearningCode1
SpeechNet: A Universal Modularized Model for Speech Processing TasksCode1
StableMTL: Repurposing Latent Diffusion Models for Multi-Task Learning from Partially Annotated Synthetic DatasetsCode1
Stance Detection Benchmark: How Robust Is Your Stance Detection?Code1
An Efficient Framework for Clustered Federated LearningCode1
STRAP: Robot Sub-Trajectory Retrieval for Augmented Policy LearningCode1
CoTexT: Multi-task Learning with Code-Text TransformerCode1
CSI-Bench: A Large-Scale In-the-Wild Dataset for Multi-task WiFi SensingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PCGrad∆m%125.7Unverified
2CAGrad∆m%112.8Unverified
3IMTL-G∆m%77.2Unverified
4Nash-MTL∆m%62Unverified
5BayesAgg-MTL∆m%53.7Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLmIoU76.41Unverified
2Nash-MTLmIoU75.41Unverified
3MultiObjectiveOptimizationmIoU66.63Unverified
#ModelMetricClaimedVerifiedStatus
1SwinMTLMean IoU58.14Unverified
2Nash-MTLMean IoU40.13Unverified
#ModelMetricClaimedVerifiedStatus
1Gumbel-Matrix RoutingAverage Accuracy93.52Unverified
2Mixture-of-ExpertsAverage Accuracy92.19Unverified
#ModelMetricClaimedVerifiedStatus
1MGDA-UBError8.25Unverified
#ModelMetricClaimedVerifiedStatus
1BayesAgg-MTLdelta_m-2.23Unverified
#ModelMetricClaimedVerifiedStatus
1LETRFH83.3Unverified