| Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation | Jun 16, 2021 | Few-Shot Image Classificationimage-classification | CodeCode Available | 1 |
| Understanding and Bridging the Modality Gap for Speech Translation | May 15, 2023 | Machine TranslationMulti-Task Learning | CodeCode Available | 1 |
| Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware Dialog | Feb 1, 2020 | Dialogue GenerationMulti-Task Learning | CodeCode Available | 1 |
| UnifiedQA: Crossing Format Boundaries With a Single QA System | May 2, 2020 | Common Sense ReasoningLanguage Modeling | CodeCode Available | 1 |
| Unifying Speech Enhancement and Separation with Gradient Modulation for End-to-End Noise-Robust Speech Separation | Feb 22, 2023 | Multi-Task LearningSpeech Enhancement | CodeCode Available | 1 |
| Unifying Vision-and-Language Tasks via Text Generation | Feb 4, 2021 | Conditional Text GenerationDecoder | CodeCode Available | 1 |
| Cascading Residual Graph Convolutional Network for Multi-Behavior Recommendation | May 26, 2022 | Multi-Task Learning | CodeCode Available | 1 |
| Detection-Correction Structure via General Language Model for Grammatical Error Correction | May 28, 2024 | Grammatical Error CorrectionLanguage Modeling | CodeCode Available | 1 |
| Specialty-Oriented Generalist Medical AI for Chest CT Screening | Apr 3, 2023 | Disease PredictionLung Cancer Diagnosis | CodeCode Available | 1 |
| UniSpeech: Unified Speech Representation Learning with Labeled and Unlabeled Data | Jan 19, 2021 | Multi-Task LearningRepresentation Learning | CodeCode Available | 1 |
| DisCor: Corrective Feedback in Reinforcement Learning via Distribution Correction | Mar 16, 2020 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 1 |
| DeMT: Deformable Mixer Transformer for Multi-Task Learning of Dense Prediction | Jan 9, 2023 | DecoderMulti-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 |
| An Efficient Framework for Clustered Federated Learning | Jun 7, 2020 | ClusteringFederated Learning | CodeCode Available | 1 |
| Deep Multi-Task Learning for SSVEP Detection and Visual Response Mapping | Oct 10, 2020 | Electroencephalogram (EEG)Multi-Task Learning | CodeCode Available | 1 |
| Denoising Task Routing for Diffusion Models | Oct 11, 2023 | DenoisingMulti-Task Learning | CodeCode Available | 1 |
| DiTASK: Multi-Task Fine-Tuning with Diffeomorphic Transformations | Feb 9, 2025 | Multi-Task Learning | CodeCode Available | 1 |
| Deeper Task-Specificity Improves Joint Entity and Relation Extraction | Feb 15, 2020 | Joint Entity and Relation ExtractionMulti-Task Learning | CodeCode Available | 1 |
| DeepCVA: Automated Commit-level Vulnerability Assessment with Deep Multi-task Learning | Aug 18, 2021 | Multi-Task Learning | CodeCode Available | 1 |
| Deep Homography Estimation for Dynamic Scenes | Apr 5, 2020 | Homography EstimationMulti-Task Learning | CodeCode Available | 1 |
| DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of Experts | Jun 13, 2024 | ManagementMixture-of-Experts | CodeCode Available | 1 |
| Camera Calibration through Camera Projection Loss | Oct 7, 2021 | 3D ReconstructionAutonomous Driving | CodeCode Available | 1 |
| DESCN: Deep Entire Space Cross Networks for Individual Treatment Effect Estimation | Jul 19, 2022 | Causal InferenceMulti-Task Learning | CodeCode Available | 1 |
| Detecting 32 Pedestrian Attributes for Autonomous Vehicles | Dec 4, 2020 | AttributeAutonomous Driving | CodeCode Available | 1 |
| An Effective System for Multi-format Information Extraction | Aug 16, 2021 | DecoderDocument-level Event Extraction | CodeCode Available | 1 |
| An Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining | May 6, 2020 | Multi-Task Learningnamed-entity-recognition | CodeCode Available | 1 |
| CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation Systems | Mar 29, 2021 | Multi-Task LearningPersuasion Strategies | CodeCode Available | 1 |
| Does Text Attract Attention on E-Commerce Images: A Novel Saliency Prediction Dataset and Method | Jan 1, 2022 | Multi-Task LearningSaliency Prediction | CodeCode Available | 1 |
| An Empirical Study on Channel Effects for Synthetic Voice Spoofing Countermeasure Systems | Apr 3, 2021 | Data AugmentationMulti-Task Learning | CodeCode Available | 1 |
| Causal Inference for Chatting Handoff | Oct 6, 2022 | Causal InferenceChatbot | CodeCode Available | 1 |
| Efficient Continuous Pareto Exploration in Multi-Task Learning | Jun 29, 2020 | BIG-bench Machine LearningMultiobjective Optimization | CodeCode Available | 1 |
| Efficient Depth Estimation for Unstable Stereo Camera Systems on AR Glasses | Nov 15, 2024 | Depth EstimationMulti-Task Learning | CodeCode Available | 1 |
| An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language Models | Jul 14, 2020 | DiversityMulti-Task Learning | CodeCode Available | 1 |
| DaWin: Training-free Dynamic Weight Interpolation for Robust Adaptation | Oct 3, 2024 | Multi-Task LearningObject Recognition | CodeCode Available | 1 |
| CentralNet: a Multilayer Approach for Multimodal Fusion | Aug 22, 2018 | Multi-Task Learning | CodeCode Available | 1 |
| CERBERUS: Simple and Effective All-In-One Automotive Perception Model with Multi Task Learning | Oct 3, 2022 | AllMulti-Task Learning | CodeCode Available | 1 |
| Encoding Visual Attributes in Capsules for Explainable Medical Diagnoses | Sep 12, 2019 | AttributeLung Cancer Diagnosis | CodeCode Available | 1 |
| End-to-end Emotion-Cause Pair Extraction via Learning to Link | Feb 25, 2020 | BenchmarkingEmotion Cause Extraction | CodeCode Available | 1 |
| A Frustratingly Easy Approach for Entity and Relation Extraction | Oct 24, 2020 | Joint Entity and Relation ExtractionMulti-Task Learning | 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 |
| Deep Learning for Automatic Pneumonia Detection | May 28, 2020 | Deep LearningDiagnostic | CodeCode Available | 1 |
| Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training | May 31, 2024 | HallucinationMulti-Task Learning | 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 |
| Cyclic Learning: Bridging Image-level Labels and Nuclei Instance Segmentation | Jun 5, 2023 | Instance SegmentationMulti-Task Learning | CodeCode Available | 1 |
| Customizing Language Models with Instance-wise LoRA for Sequential Recommendation | Aug 19, 2024 | Mixture-of-ExpertsMulti-Task Learning | CodeCode Available | 1 |
| Exploring Correlations of Self-Supervised Tasks for Graphs | May 7, 2024 | Multi-Task LearningSelf-Supervised Learning | CodeCode Available | 1 |
| CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of Modality | Jul 1, 2020 | Multimodal Sentiment AnalysisMulti-Task Learning | CodeCode Available | 1 |
| CIF: Continuous Integrate-and-Fire for End-to-End Speech Recognition | May 27, 2019 | DecoderLanguage Modelling | CodeCode Available | 1 |
| Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning | Jun 23, 2020 | Knowledge GraphsMulti-Task Learning | CodeCode Available | 1 |
| RetinaFace: Single-stage Dense Face Localisation in the Wild | May 2, 2019 | Face DetectionFace Verification | CodeCode Available | 1 |