Exploiting Mixed Unlabeled Data for Detecting Samples of Seen and Unseen Out-of-Distribution Classes Oct 13, 2022 Data Augmentation Out of Distribution (OOD) Detection
— Unverified Bootstrap Advantage Estimation for Policy Optimization in Reinforcement Learning Oct 13, 2022 Data Augmentation reinforcement-learning
Code Code Available CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing Oct 13, 2022 Data Augmentation Semantic Parsing
— Unverified LEAVES: Learning Views for Time-Series Data in Contrastive Learning Oct 13, 2022 Contrastive Learning Data Augmentation
— Unverified DATScore: Evaluating Translation with Data Augmented Translations Oct 12, 2022 Data Augmentation Language Modeling
— Unverified Improved Data Augmentation for Translation Suggestion Oct 12, 2022 Data Augmentation Machine Translation
— Unverified Common Corruption Robustness of Point Cloud Detectors: Benchmark and Enhancement Oct 12, 2022 Autonomous Driving Cloud Detection
— Unverified A multi-category inverse design neural network and its application to diblock copolymers Oct 12, 2022 Data Augmentation
— Unverified Cross-dataset COVID-19 Transfer Learning with Cough Detection, Cough Segmentation, and Data Augmentation Oct 12, 2022 Data Augmentation Transfer Learning
Code Code Available Improving Sample Efficiency of Deep Learning Models in Electricity Market Oct 11, 2022 Data Augmentation Deep Learning
— Unverified Checks and Strategies for Enabling Code-Switched Machine Translation Oct 11, 2022 Data Augmentation Machine Translation
— Unverified T5 for Hate Speech, Augmented Data and Ensemble Oct 11, 2022 Data Augmentation Explainable artificial intelligence
Code Code Available How Well Do Multi-hop Reading Comprehension Models Understand Date Information? Oct 11, 2022 Data Augmentation Multi-Hop Reading Comprehension
Code Code Available Deep Spectro-temporal Artifacts for Detecting Synthesized Speech Oct 11, 2022 Data Augmentation Domain Adaptation
— Unverified Domain-guided data augmentation for deep learning on medical imaging Oct 10, 2022 Data Augmentation Deep Learning
— Unverified Everything is Varied: The Surprising Impact of Individual Variation on ML Robustness in Medicine Oct 10, 2022 COVID-19 Diagnosis Data Augmentation
— Unverified A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language Processing Oct 10, 2022 Benchmarking Data Augmentation
— Unverified Robustification of Multilingual Language Models to Real-world Noise in Crosslingual Zero-shot Settings with Robust Contrastive Pretraining Oct 10, 2022 Data Augmentation Pretrained Multilingual Language Models
Code Code Available The good, the bad and the ugly sides of data augmentation: An implicit spectral regularization perspective Oct 10, 2022 Data Augmentation regression
Code Code Available CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation Oct 10, 2022 counterfactual Data Augmentation
Code Code Available Metaphorical Paraphrase Generation: Feeding Metaphorical Language Models with Literal Texts Oct 10, 2022 Data Augmentation Paraphrase Generation
— Unverified VM-NeRF: Tackling Sparsity in NeRF with View Morphing Oct 9, 2022 Data Augmentation NeRF
Code Code Available CHARD: Clinical Health-Aware Reasoning Across Dimensions for Text Generation Models Oct 9, 2022 Clinical Knowledge Data Augmentation
Code Code Available Galaxy Spin Classification I: Z-wise vs S-wise Spirals With Chirality Equivariant Residual Network Oct 9, 2022 Data Augmentation
Code Code Available SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning Oct 8, 2022 Contrastive Learning Data Augmentation
Code Code Available SAICL: Student Modelling with Interaction-level Auxiliary Contrastive Tasks for Knowledge Tracing and Dropout Prediction Oct 7, 2022 Contrastive Learning Data Augmentation
— Unverified Trustworthiness of Laser-Induced Breakdown Spectroscopy Predictions via Simulation-based Synthetic Data Augmentation and Multitask Learning Oct 7, 2022 Data Augmentation Dimensionality Reduction
— Unverified Evaluating the Performance of StyleGAN2-ADA on Medical Images Oct 7, 2022 Computed Tomography (CT) Data Augmentation
— Unverified In What Ways Are Deep Neural Networks Invariant and How Should We Measure This? Oct 7, 2022 Data Augmentation Deep Learning
— Unverified UU-Tax at SemEval-2022 Task 3: Improving the generalizability of language models for taxonomy classification through data augmentation Oct 7, 2022 Binary Classification Data Augmentation
Code Code Available Data-driven Approaches to Surrogate Machine Learning Model Development Oct 6, 2022 Data Augmentation Transfer Learning
— Unverified On the Effectiveness of Hybrid Pooling in Mixup-Based Graph Learning for Language Processing Oct 6, 2022 Code Classification Data Augmentation
Code Code Available A ResNet is All You Need? Modeling A Strong Baseline for Detecting Referable Diabetic Retinopathy in Fundus Images Oct 6, 2022 All Data Augmentation
Code Code Available GT-GAN: General Purpose Time Series Synthesis with Generative Adversarial Networks Oct 5, 2022 Data Augmentation Generative Adversarial Network
— Unverified TC-SKNet with GridMask for Low-complexity Classification of Acoustic scene Oct 5, 2022 AutoML Data Augmentation
— Unverified Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift Oct 4, 2022 Data Augmentation Image Segmentation
— Unverified Nuisances via Negativa: Adjusting for Spurious Correlations via Data Augmentation Oct 4, 2022 Data Augmentation Natural Language Inference
— Unverified Code-Switching without Switching: Language Agnostic End-to-End Speech Translation Oct 4, 2022 Data Augmentation speech-recognition
— Unverified Mutual Information Learned Classifiers: an Information-theoretic Viewpoint of Training Deep Learning Classification Systems Oct 3, 2022 Binary Classification Data Augmentation
— Unverified Random Data Augmentation based Enhancement: A Generalized Enhancement Approach for Medical Datasets Oct 3, 2022 Data Augmentation Diagnostic
Code Code Available MultiLoad-GAN: A GAN-Based Synthetic Load Group Generation Method Considering Spatial-Temporal Correlations Oct 3, 2022 Data Augmentation Generative Adversarial Network
— Unverified Smooth image-to-image translations with latent space interpolations Oct 3, 2022 Data Augmentation Inductive Bias
Code Code Available Unsupervised Data Augmentation for Aspect Based Sentiment Analysis Oct 1, 2022 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
— Unverified Enhancing Task-Specific Distillation in Small Data Regimes through Language Generation Oct 1, 2022 Data Augmentation MRPC
— Unverified GraDA: Graph Generative Data Augmentation for Commonsense Reasoning Oct 1, 2022 Data Augmentation HellaSwag
Code Code Available 基于相似度进行句子选择的机器阅读理解数据增强(Machine reading comprehension data Augmentation for sentence selection based on similarity) Oct 1, 2022 Data Augmentation Machine Reading Comprehension
— Unverified Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective Oct 1, 2022 Data Augmentation Knowledge Graph Completion
— Unverified Lightweight Contextual Logical Structure Recovery Oct 1, 2022 Articles Data Augmentation
— Unverified An Augmented Benchmark Dataset for Geometric Question Answering through Dual Parallel Text Encoding Oct 1, 2022 Data Augmentation Math
— Unverified Automated segmentation of microvessels in intravascular OCT images using deep learning Oct 1, 2022 Data Augmentation Segmentation
— Unverified 