| Automatic Severity Classification of Dysarthric speech by using Self-supervised Model with Multi-task Learning | Oct 27, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Improved Feature Distillation via Projector Ensemble | Oct 27, 2022 | Knowledge DistillationMulti-Task Learning | CodeCode Available | 1 |
| Analyzing Multi-Task Learning for Abstractive Text Summarization | Oct 26, 2022 | Abstractive Text SummarizationMulti-Task Learning | CodeCode Available | 1 |
| M^3ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design | Oct 26, 2022 | Mixture-of-ExpertsMulti-Task Learning | CodeCode Available | 1 |
| Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Stochastic Approach | Oct 23, 2022 | FairnessInductive Bias | CodeCode Available | 1 |
| Continued Pretraining for Better Zero- and Few-Shot Promptability | Oct 19, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Pareto Manifold Learning: Tackling multiple tasks via ensembles of single-task models | Oct 18, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance | Oct 17, 2022 | Code GenerationConversational Question Answering | CodeCode Available | 1 |
| Task Compass: Scaling Multi-task Pre-training with Task Prefix | Oct 12, 2022 | Common Sense ReasoningData Augmentation | CodeCode Available | 1 |
| Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis | Oct 12, 2022 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| Semantic Segmentation under Adverse Conditions: A Weather and Nighttime-aware Synthetic Data-based Approach | Oct 11, 2022 | Domain AdaptationMulti-Task Learning | CodeCode Available | 1 |
| GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation | Oct 8, 2022 | DecoderGraph Neural Network | CodeCode Available | 1 |
| Causal Inference for Chatting Handoff | Oct 6, 2022 | Causal InferenceChatbot | CodeCode Available | 1 |
| Option-Aware Adversarial Inverse Reinforcement Learning for Robotic Control | Oct 5, 2022 | Imitation LearningMulti-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 |
| Neural Graphical Models | Oct 2, 2022 | Multi-Task Learning | CodeCode Available | 1 |
| Logical Form Generation via Multi-task Learning for Complex Question Answering over Knowledge Bases | Oct 1, 2022 | Entity DisambiguationForm | CodeCode Available | 1 |
| MLink: Linking Black-Box Models from Multiple Domains for Collaborative Inference | Sep 28, 2022 | Collaborative InferenceDeep Reinforcement Learning | CodeCode Available | 1 |
| Mind the Gap! Injecting Commonsense Knowledge for Abstractive Dialogue Summarization | Sep 2, 2022 | Abstractive Dialogue SummarizationMulti-Task Learning | CodeCode Available | 1 |
| Retinal Structure Detection in OCTA Image via Voting-based Multi-task Learning | Aug 23, 2022 | ClassificationDecision Making | CodeCode Available | 1 |
| KuaiRand: An Unbiased Sequential Recommendation Dataset with Randomly Exposed Videos | Aug 18, 2022 | Interactive RecommendationMulti-Task Learning | CodeCode Available | 1 |
| Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose Estimation | Aug 7, 2022 | 3D Human Pose EstimationMonocular 3D Human Pose Estimation | CodeCode Available | 1 |
| UFO: Unified Feature Optimization | Jul 21, 2022 | Face RecognitionMulti-Task Learning | CodeCode Available | 1 |
| Multi-Task Learning for Depression Detection in Dialogs | Jul 21, 2022 | Depression DetectionMulti-Task Learning | CodeCode Available | 1 |
| GenHPF: General Healthcare Predictive Framework with Multi-task Multi-source Learning | Jul 20, 2022 | Feature EngineeringMulti-Task Learning | CodeCode Available | 1 |
| DESCN: Deep Entire Space Cross Networks for Individual Treatment Effect Estimation | Jul 19, 2022 | Causal InferenceMulti-Task Learning | CodeCode Available | 1 |
| JPerceiver: Joint Perception Network for Depth, Pose and Layout Estimation in Driving Scenes | Jul 16, 2022 | Autonomous DrivingDepth Estimation | CodeCode Available | 1 |
| Learning to Estimate External Forces of Human Motion in Video | Jul 12, 2022 | 3D Human Pose EstimationMulti-Task Learning | CodeCode Available | 1 |
| A Large Scale Search Dataset for Unbiased Learning to Rank | Jul 7, 2022 | Causal DiscoveryLanguage Modelling | CodeCode Available | 1 |
| DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning | Jul 4, 2022 | AttributeContrastive Learning | CodeCode Available | 1 |
| Saliency-Regularized Deep Multi-Task Learning | Jul 3, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| DenseMTL: Cross-task Attention Mechanism for Dense Multi-task Learning | Jun 17, 2022 | 2D Semantic SegmentationDepth Estimation | CodeCode Available | 1 |
| On Privacy and Personalization in Cross-Silo Federated Learning | Jun 16, 2022 | Federated LearningMulti-Task Learning | CodeCode Available | 1 |
| Accurate Emotion Strength Assessment for Seen and Unseen Speech Based on Data-Driven Deep Learning | Jun 15, 2022 | AttributeEmotion Classification | CodeCode Available | 1 |
| A Multi-task Framework for Infrared Small Target Detection and Segmentation | Jun 14, 2022 | Multi-Task Learningobject-detection | CodeCode Available | 1 |
| Human Mobility Prediction with Causal and Spatial-constrained Multi-task Network | Jun 12, 2022 | Multi-Task Learning | CodeCode Available | 1 |
| Learning Ego 3D Representation as Ray Tracing | Jun 8, 2022 | 3D Object DetectionBEV Segmentation | CodeCode Available | 1 |
| RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event Extraction | Jun 7, 2022 | Document-level Event ExtractionEvent Extraction | CodeCode Available | 1 |
| PEER: A Comprehensive and Multi-Task Benchmark for Protein Sequence Understanding | Jun 5, 2022 | Feature EngineeringMulti-Task Learning | CodeCode Available | 1 |
| Stochastic Multiple Target Sampling Gradient Descent | Jun 4, 2022 | Multi-Task Learning | CodeCode Available | 1 |
| FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation | May 31, 2022 | Deep LearningMulti-Task Learning | CodeCode Available | 1 |
| Multi-Task Learning with Multi-Query Transformer for Dense Prediction | May 28, 2022 | DecoderMulti-Task Learning | CodeCode Available | 1 |
| Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges | May 28, 2022 | Continual LearningContinuous Control | CodeCode Available | 1 |
| Cascading Residual Graph Convolutional Network for Multi-Behavior Recommendation | May 26, 2022 | Multi-Task Learning | CodeCode Available | 1 |
| ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts | May 24, 2022 | Few-Shot LearningLanguage Modelling | CodeCode Available | 1 |
| uGLAD: Sparse graph recovery by optimizing deep unrolled networks | May 23, 2022 | Multi-Task Learning | CodeCode Available | 1 |
| On Measuring Social Biases in Prompt-Based Multi-Task Learning | May 23, 2022 | FormLanguage Modeling | CodeCode Available | 1 |
| Wojood: Nested Arabic Named Entity Corpus and Recognition using BERT | May 19, 2022 | Multi-Task Learningnamed-entity-recognition | CodeCode Available | 1 |
| Transformer-Based Multi-Aspect Multi-Granularity Non-Native English Speaker Pronunciation Assessment | May 6, 2022 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| UniTE: Unified Translation Evaluation | Apr 28, 2022 | Machine TranslationMulti-Task Learning | CodeCode Available | 1 |
