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

Showing 501550 of 3687 papers

TitleStatusHype
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective AdaptationCode1
Understanding and Bridging the Modality Gap for Speech TranslationCode1
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware DialogCode1
UnifiedQA: Crossing Format Boundaries With a Single QA SystemCode1
Unifying Speech Enhancement and Separation with Gradient Modulation for End-to-End Noise-Robust Speech SeparationCode1
Unifying Vision-and-Language Tasks via Text GenerationCode1
Cascading Residual Graph Convolutional Network for Multi-Behavior RecommendationCode1
Detection-Correction Structure via General Language Model for Grammatical Error CorrectionCode1
Specialty-Oriented Generalist Medical AI for Chest CT ScreeningCode1
UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled DataCode1
DisCor: Corrective Feedback in Reinforcement Learning via Distribution CorrectionCode1
DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense PredictionCode1
DeepMTS: Deep Multi-task Learning for Survival Prediction in Patients with Advanced Nasopharyngeal Carcinoma using Pretreatment PET/CTCode1
An Efficient Framework for Clustered Federated LearningCode1
Deep Multi-Task Learning for SSVEP Detection and Visual Response MappingCode1
Denoising Task Routing for Diffusion ModelsCode1
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic TransformationsCode1
Deeper Task-Specificity Improves Joint Entity and Relation ExtractionCode1
DeepCVA: Automated Commit-level Vulnerability Assessment with Deep Multi-task LearningCode1
Deep Homography Estimation for Dynamic ScenesCode1
DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of ExpertsCode1
Camera Calibration through Camera Projection LossCode1
DESCN: Deep Entire Space Cross Networks for Individual Treatment Effect EstimationCode1
Detecting 32 Pedestrian Attributes for Autonomous VehiclesCode1
An Effective System for Multi-format Information ExtractionCode1
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text MiningCode1
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation SystemsCode1
Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and MethodCode1
An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure SystemsCode1
Causal Inference for Chatting HandoffCode1
Efficient Continuous Pareto Exploration in Multi-Task LearningCode1
Efficient Depth Estimation for Unstable Stereo Camera Systems on AR GlassesCode1
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language ModelsCode1
DaWin: Training-free Dynamic Weight Interpolation for Robust AdaptationCode1
CentralNet: a Multilayer Approach for Multimodal FusionCode1
CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task LearningCode1
Encoding Visual Attributes in Capsules for Explainable Medical DiagnosesCode1
End-to-end Emotion-Cause Pair Extraction via Learning to LinkCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classificationCode1
Deep Learning for Automatic Pneumonia DetectionCode1
Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial TrainingCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Cyclic Learning: Bridging Image-level Labels and Nuclei Instance SegmentationCode1
Customizing Language Models with Instance-wise LoRA for Sequential RecommendationCode1
Exploring Correlations of Self-Supervised Tasks for GraphsCode1
CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityCode1
CIF: Continuous Integrate-and-Fire for End-to-End Speech RecognitionCode1
Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task LearningCode1
RetinaFace: Single-stage Dense Face Localisation in the WildCode1
Show:102550
← PrevPage 11 of 74Next →

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