Common Voice: A Massively-Multilingual Speech Corpus Dec 13, 2019 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available MineGAN: effective knowledge transfer from GANs to target domains with few images Dec 11, 2019 Transfer Learning
Code Code Available Different Set Domain Adaptation for Brain-Computer Interfaces: A Label Alignment Approach Dec 3, 2019 Brain Computer Interface Domain Adaptation
Code Code Available SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization Nov 8, 2019 Linguistic Acceptability Natural Language Inference
Code Code Available A Comprehensive Survey on Transfer Learning Nov 7, 2019 Survey Transfer Learning
Code Code Available Generative Pre-Training for Speech with Autoregressive Predictive Coding Oct 23, 2019 Representation Learning Speaker Identification
Code Code Available Hierarchical Transformers for Long Document Classification Oct 23, 2019 Classification Document Classification
Code Code Available Contrastive Representation Distillation Oct 23, 2019 Contrastive Learning Knowledge Distillation
Code Code Available Decoupling Representation and Classifier for Long-Tailed Recognition Oct 21, 2019 Classification General Classification
Code Code Available PT-CoDE: Pre-trained Context-Dependent Encoder for Utterance-level Emotion Recognition Oct 20, 2019 Emotion Recognition Sentence
Code Code Available HuggingFace's Transformers: State-of-the-art Natural Language Processing Oct 9, 2019 Text Generation Transfer Learning
Code Code Available FedMD: Heterogenous Federated Learning via Model Distillation Oct 8, 2019 Federated Learning Knowledge Distillation
Code Code Available Meta-Transfer Learning through Hard Tasks Oct 7, 2019 Few-Shot Learning Meta-Learning
Code Code Available DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Oct 2, 2019 Hate Speech Detection Knowledge Distillation
Code Code Available MutualNet: Adaptive ConvNet via Mutual Learning from Network Width and Resolution Sep 27, 2019 GPU Instance Segmentation
Code Code Available The Woman Worked as a Babysitter: On Biases in Language Generation Sep 3, 2019 Language Modeling Language Modelling
Code Code Available Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Aug 27, 2019 Clustering Linear-Probe Classification
Code Code Available Learning to Discover Novel Visual Categories via Deep Transfer Clustering Aug 26, 2019 Clustering Transfer Learning
Code Code Available Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis Aug 19, 2019 Anatomy Brain Tumor Segmentation
Code Code Available VUSFA:Variational Universal Successor Features Approximator to Improve Transfer DRL for Target Driven Visual Navigation Aug 18, 2019 reinforcement-learning Reinforcement Learning
Code Code Available KNEEL: Knee Anatomical Landmark Localization Using Hourglass Networks Jul 29, 2019 Transfer Learning
Code Code Available WinoGrande: An Adversarial Winograd Schema Challenge at Scale Jul 24, 2019 Common Sense Reasoning Coreference Resolution
Code Code Available Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems Jul 12, 2019 Decision Making Language Modeling
Code Code Available A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning Jul 1, 2019 Automatic Post-Editing Decoder
Code Code Available Fully automatic computer-aided mass detection and segmentation via pseudo-color mammograms and Mask R-CNN Jun 28, 2019 Image Generation Segmentation
Code Code Available Evaluating Protein Transfer Learning with TAPE Jun 19, 2019 BIG-bench Machine Learning Representation Learning
Code Code Available Transfer Learning for Causal Sentence Detection Jun 18, 2019 Relation Relation Extraction
Code Code Available Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available A Simple and Effective Approach to Automatic Post-Editing with Transfer Learning Jun 14, 2019 Automatic Post-Editing Decoder
Code Code Available Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets Jun 13, 2019 Benchmarking Document Classification
Code Code Available What, Where and How to Transfer in SAR Target Recognition Based on Deep CNNs Jun 4, 2019 Domain Adaptation Transfer Learning
Code Code Available Continual learning with hypernetworks Jun 3, 2019 Continual Learning Transfer Learning
Code Code Available BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions May 24, 2019 Question Answering Reading Comprehension
Code Code Available Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems May 21, 2019 Dialogue State Tracking Multi-domain Dialogue State Tracking
Code Code Available Deep learning to generate in silico chemical property libraries and candidate molecules for small molecule identification in complex samples May 21, 2019 Drug Discovery Transfer Learning
Code Code Available ShapeGlot: Learning Language for Shape Differentiation May 8, 2019 Object Transfer Learning
Code Code Available Improving and Understanding Variational Continual Learning May 6, 2019 Continual Learning Permuted-MNIST
Code Code Available SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems May 2, 2019 Transfer Learning
Code Code Available Unsupervised Data Augmentation for Consistency Training Apr 29, 2019 Data Augmentation Image Augmentation
Code Code Available Inductive Matrix Completion Based on Graph Neural Networks Apr 26, 2019 Graph Neural Network Matrix Completion
Code Code Available Representation Similarity Analysis for Efficient Task taxonomy & Transfer Learning Apr 26, 2019 Segmentation Semantic Segmentation
Code Code Available Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation Apr 16, 2019 General Classification Model Selection
Code Code Available HAKE: Human Activity Knowledge Engine Apr 13, 2019 Action Detection Human-Object Interaction Detection
Code Code Available Graphonomy: Universal Human Parsing via Graph Transfer Learning Apr 9, 2019 Human Parsing Transfer Learning
Code Code Available Med3D: Transfer Learning for 3D Medical Image Analysis Apr 1, 2019 3D Medical Imaging Segmentation Liver Segmentation
Code Code Available Learning to Transfer Examples for Partial Domain Adaptation Mar 28, 2019 Domain Adaptation Partial Domain Adaptation
Code Code Available On Tiny Episodic Memories in Continual Learning Feb 27, 2019 Class Incremental Learning Continual Learning
Code Code Available A Simple Baseline for Bayesian Uncertainty in Deep Learning Feb 7, 2019 Bayesian Inference Deep Learning
Code Code Available Parameter-Efficient Transfer Learning for NLP Feb 2, 2019 Image Classification Text Classification
Code Code Available Exploring Transfer Learning for Low Resource Emotional TTS Jan 14, 2019 Deep Learning Emotional Speech Synthesis
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