| Improving End-to-End Task-Oriented Dialog System with A Simple Auxiliary Task | Nov 1, 2021 | Domain AdaptationMulti-Task Learning | CodeCode Available | 1 |
| Multi-Domain Multilingual Question Answering | Nov 1, 2021 | Cross-Lingual TransferDomain Adaptation | CodeCode Available | 1 |
| MetaICL: Learning to Learn In Context | Oct 29, 2021 | Few-Shot LearningIn-Context Learning | CodeCode Available | 1 |
| Conflict-Averse Gradient Descent for Multi-task Learning | Oct 26, 2021 | Multi-Task Learning | CodeCode Available | 1 |
| AutoMTL: A Programming Framework for Automating Efficient Multi-Task Learning | Oct 25, 2021 | Multi-Task Learning | CodeCode Available | 1 |
| Generalized Multi-Task Learning from Substantially Unlabeled Multi-Source Medical Image Data | Oct 25, 2021 | Multi-Task LearningSegmentation | CodeCode Available | 1 |
| PlaneRecNet: Multi-Task Learning with Cross-Task Consistency for Piece-Wise Plane Detection and Reconstruction from a Single RGB Image | Oct 21, 2021 | DecoderDepth Estimation | CodeCode Available | 1 |
| UniSpeech-SAT: Universal Speech Representation Learning with Speaker Aware Pre-Training | Oct 12, 2021 | Data AugmentationMulti-Task Learning | CodeCode Available | 1 |
| Graph-Enhanced Multi-Task Learning of Multi-Level Transition Dynamics for Session-based Recommendation | Oct 8, 2021 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
| Camera Calibration through Camera Projection Loss | Oct 7, 2021 | 3D ReconstructionAutonomous Driving | CodeCode Available | 1 |
| StrengthNet: Deep Learning-based Emotion Strength Assessment for Emotional Speech Synthesis | Oct 7, 2021 | AttributeData Augmentation | CodeCode Available | 1 |
| SurvTRACE: Transformers for Survival Analysis with Competing Events | Oct 2, 2021 | Multi-Task LearningSelection bias | CodeCode Available | 1 |
| SLAW: Scaled Loss Approximate Weighting for Efficient Multi-Task Learning | Sep 16, 2021 | Drug DiscoveryMulti-Task Learning | CodeCode Available | 1 |
| DeepMTS: Deep Multi-task Learning for Survival Prediction in Patients with Advanced Nasopharyngeal Carcinoma using Pretreatment PET/CT | Sep 16, 2021 | Computed Tomography (CT)Multi-Task Learning | CodeCode Available | 1 |
| Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA Framework | Sep 13, 2021 | Community Question AnsweringMulti-Task Learning | CodeCode Available | 1 |
| ELIT: Emory Language and Information Toolkit | Sep 8, 2021 | AMR ParsingConstituency Parsing | CodeCode Available | 1 |
| Speech Emotion Recognition with Multi-Task Learning | Sep 6, 2021 | Emotion ClassificationEmotion Recognition | CodeCode Available | 1 |
| Multitask Balanced and Recalibrated Network for Medical Code Prediction | Sep 6, 2021 | Medical Code PredictionMulti-Task Learning | CodeCode Available | 1 |
| Transformer Models for Text Coherence Assessment | Sep 5, 2021 | Coherence EvaluationMachine Translation | CodeCode Available | 1 |
| A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting | Sep 2, 2021 | AttributeMulti-Task Learning | CodeCode Available | 1 |
| CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation | Sep 2, 2021 | Clone DetectionCode Generation | CodeCode Available | 1 |
| MEDIC: A Multi-Task Learning Dataset for Disaster Image Classification | Aug 29, 2021 | ClassificationDisaster Response | CodeCode Available | 1 |
| Improving Semi-Supervised and Domain-Adaptive Semantic Segmentation with Self-Supervised Depth Estimation | Aug 28, 2021 | Data AugmentationDepth Estimation | CodeCode Available | 1 |
| YOLOP: You Only Look Once for Panoptic Driving Perception | Aug 25, 2021 | Autonomous DrivingDrivable Area Detection | CodeCode Available | 1 |
| Federated Multi-Task Learning under a Mixture of Distributions | Aug 23, 2021 | FairnessFederated Learning | CodeCode Available | 1 |
| DeepCVA: Automated Commit-level Vulnerability Assessment with Deep Multi-task Learning | Aug 18, 2021 | Multi-Task Learning | CodeCode Available | 1 |
| MobIE: A German Dataset for Named Entity Recognition, Entity Linking and Relation Extraction in the Mobility Domain | Aug 16, 2021 | Entity LinkingMulti-Task Learning | CodeCode Available | 1 |
| An Effective System for Multi-format Information Extraction | Aug 16, 2021 | DecoderDocument-level Event Extraction | CodeCode Available | 1 |
| Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning | Aug 11, 2021 | DeblurringDepth Estimation | CodeCode Available | 1 |
| Mining the Benefits of Two-stage and One-stage HOI Detection | Aug 11, 2021 | ClassificationHuman-Object Interaction Detection | CodeCode Available | 1 |
| Visible Watermark Removal via Self-calibrated Localization and Background Refinement | Aug 8, 2021 | Multi-Task Learning | CodeCode Available | 1 |
| A Multi-Task Learning Framework for Multi-Target Stance Detection | Aug 1, 2021 | Multi-Task LearningStance Detection | CodeCode Available | 1 |
| A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question Understanding | Aug 1, 2021 | Data AugmentationDecoder | CodeCode Available | 1 |
| An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization | Aug 1, 2021 | Knowledge GraphsMedical Named Entity Recognition | CodeCode Available | 1 |
| Towards robust vision by multi-task learning on monkey visual cortex | Jul 29, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| ENHANCE (ENriching Health data by ANnotations of Crowd and Experts): A case study for skin lesion classification | Jul 27, 2021 | DiagnosticLesion Classification | CodeCode Available | 1 |
| Hand Image Understanding via Deep Multi-Task Learning | Jul 24, 2021 | 3D Hand Pose EstimationHand Pose Estimation | CodeCode Available | 1 |
| Adaptive Transfer Learning on Graph Neural Networks | Jul 19, 2021 | Meta-LearningMulti-Task Learning | CodeCode Available | 1 |
| TFix: Learning to Fix Coding Errors with a Text-to-Text Transformer | Jul 18, 2021 | Code GenerationMulti-Task Learning | CodeCode Available | 1 |
| Proactive Retrieval-based Chatbots based on Relevant Knowledge and Goals | Jul 18, 2021 | Multi-Task LearningRetrieval | CodeCode Available | 1 |
| Legal Judgment Prediction with Multi-Stage CaseRepresentation Learning in the Real Court Setting | Jul 12, 2021 | Multi-Task Learning | CodeCode Available | 1 |
| Heterogeneous Multi-task Learning with Expert Diversity | Jun 20, 2021 | DiversityMixture-of-Experts | CodeCode Available | 1 |
| Polygonal Building Extraction by Frame Field Learning | Jun 19, 2021 | Image SegmentationMulti-Task Learning | CodeCode Available | 1 |
| Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation | Jun 16, 2021 | Few-Shot Image Classificationimage-classification | CodeCode Available | 1 |
| Meta-Adaptive Nonlinear Control: Theory and Algorithms | Jun 11, 2021 | Multi-Task LearningRepresentation Learning | CodeCode Available | 1 |
| Salient Object Ranking with Position-Preserved Attention | Jun 9, 2021 | Image CroppingInstance Segmentation | CodeCode Available | 1 |
| VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation | Jun 8, 2021 | Multi-Task LearningQuestion Answering | CodeCode Available | 1 |
| Parameter-efficient Multi-task Fine-tuning for Transformers via Shared Hypernetworks | Jun 8, 2021 | Domain GeneralizationLanguage Modeling | CodeCode Available | 1 |
| Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation | Jun 7, 2021 | Graph Neural NetworkMulti-Task Learning | CodeCode Available | 1 |
| Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task Learning | Jun 6, 2021 | DiversityMulti Label Text Classification | CodeCode Available | 1 |
