| neos: End-to-End-Optimised Summary Statistics for High Energy Physics | Mar 10, 2022 | Deep LearningVocal Bursts Intensity Prediction | CodeCode Available | 1 |
| NaviAirway: a Bronchiole-sensitive Deep Learning-based Airway Segmentation Pipeline | Mar 8, 2022 | Deep LearningImage Segmentation | CodeCode Available | 1 |
| Thermodynamics-informed graph neural networks | Mar 3, 2022 | Deep Learning | CodeCode Available | 1 |
| DeepSleep 2.0: Automated Sleep Arousal Segmentation via Deep Learning | Mar 1, 2022 | DecoderDeep Learning | CodeCode Available | 1 |
| Deep, Deep Learning with BART | Feb 28, 2022 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Evaluating High-Order Predictive Distributions in Deep Learning | Feb 28, 2022 | Deep Learningregression | CodeCode Available | 1 |
| MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | Feb 19, 2022 | DeblurringDeep Learning | CodeCode Available | 1 |
| Deep Learning for Hate Speech Detection: A Comparative Study | Feb 19, 2022 | Computational EfficiencyDeep Learning | CodeCode Available | 1 |
| Where Is My Training Bottleneck? Hidden Trade-Offs in Deep Learning Preprocessing Pipelines | Feb 17, 2022 | Deep Learning | CodeCode Available | 1 |
| Multi-task UNet: Jointly Boosting Saliency Prediction and Disease Classification on Chest X-ray Images | Feb 15, 2022 | Deep Learningimage-classification | CodeCode Available | 1 |
| Compute Trends Across Three Eras of Machine Learning | Feb 11, 2022 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
| A Plug-and-Play Approach to Multiparametric Quantitative MRI: Image Reconstruction using Pre-Trained Deep Denoisers | Feb 10, 2022 | De-aliasingDeep Learning | CodeCode Available | 1 |
| DeepCENT: Prediction of Censored Event Time via Deep Learning | Feb 8, 2022 | Deep LearningPrediction | CodeCode Available | 1 |
| Penalizing Gradient Norm for Efficiently Improving Generalization in Deep Learning | Feb 8, 2022 | Deep Learning | CodeCode Available | 1 |
| MatchMaker: A Deep Learning Framework for Drug Synergy Prediction | Feb 2, 2022 | Deep LearningPrediction | CodeCode Available | 1 |
| Towards Positive Jacobian: Learn to Postprocess Diffeomorphic Image Registration with Matrix Exponential | Feb 1, 2022 | Deep LearningImage Registration | CodeCode Available | 1 |
| LocUNet: Fast Urban Positioning Using Radio Maps and Deep Learning | Feb 1, 2022 | CPUDeep Learning | CodeCode Available | 1 |
| From data to functa: Your data point is a function and you can treat it like one | Jan 28, 2022 | Deep LearningImputation | CodeCode Available | 1 |
| Bounding Training Data Reconstruction in Private (Deep) Learning | Jan 28, 2022 | Deep Learning | CodeCode Available | 1 |
| Ensemble learning priors unfolding for scalable Snapshot Compressive Sensing | Jan 25, 2022 | Compressive SensingDeep Learning | CodeCode Available | 1 |
| Unsupervised Music Source Separation Using Differentiable Parametric Source Models | Jan 24, 2022 | Audio Source SeparationDeep Learning | CodeCode Available | 1 |
| DIVA-DAF: A Deep Learning Framework for Historical Document Image Analysis | Jan 20, 2022 | Deep LearningSemantic Segmentation | CodeCode Available | 1 |
| Disjoint-CNN for Multivariate Time Series Classification | Jan 20, 2022 | ClassificationDeep Learning | CodeCode Available | 1 |
| Near-Optimal Sparse Allreduce for Distributed Deep Learning | Jan 19, 2022 | Deep Learning | CodeCode Available | 1 |
| The GatedTabTransformer. An enhanced deep learning architecture for tabular modeling | Jan 1, 2022 | Binary ClassificationDeep Learning | CodeCode Available | 1 |
| Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin Dynamics | Jan 1, 2022 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic Environments | Dec 31, 2021 | Continual LearningDeep Learning | CodeCode Available | 1 |
| Continuous Offline Handwriting Recognition using Deep Learning Models | Dec 26, 2021 | Deep LearningHandwriting Recognition | CodeCode Available | 1 |
| Latte: Cross-framework Python Package for Evaluation of Latent-Based Generative Models | Dec 20, 2021 | Deep LearningDisentanglement | CodeCode Available | 1 |
| Learned Half-Quadratic Splitting Network for MR Image Reconstruction | Dec 17, 2021 | Deep LearningImage Reconstruction | CodeCode Available | 1 |
| Improving evidential deep learning via multi-task learning | Dec 17, 2021 | Deep LearningMulti-Task Learning | CodeCode Available | 1 |
| Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations | Dec 15, 2021 | Deep LearningDiagnostic | CodeCode Available | 1 |
| SoK: Vehicle Orientation Representations for Deep Rotation Estimation | Dec 8, 2021 | 3D Object DetectionDeep Learning | CodeCode Available | 1 |
| Scalable Geometric Deep Learning on Molecular Graphs | Dec 6, 2021 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Steerable discovery of neural audio effects | Dec 6, 2021 | Deep Learning | CodeCode Available | 1 |
| Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting | Dec 5, 2021 | Deep LearningProbabilistic Deep Learning | CodeCode Available | 1 |
| A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples | Dec 3, 2021 | Active LearningDeep Learning | CodeCode Available | 1 |
| Training Efficiency and Robustness in Deep Learning | Dec 2, 2021 | Adversarial RobustnessDeep Learning | CodeCode Available | 1 |
| Improving Deep Learning Interpretability by Saliency Guided Training | Nov 29, 2021 | Deep LearningTime Series | CodeCode Available | 1 |
| OmiTrans: generative adversarial networks based omics-to-omics translation framework | Nov 27, 2021 | Deep LearningImage-to-Image Translation | CodeCode Available | 1 |
| Video Content Classification using Deep Learning | Nov 27, 2021 | ClassificationDeep Learning | CodeCode Available | 1 |
| CGX: Adaptive System Support for Communication-Efficient Deep Learning | Nov 16, 2021 | Deep LearningGPU | CodeCode Available | 1 |
| DeltaConv: Anisotropic Operators for Geometric Deep Learning on Point Clouds | Nov 16, 2021 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Deep-learning in the bioimaging wild: Handling ambiguous data with deepflash2 | Nov 12, 2021 | Deep LearningInstance Segmentation | CodeCode Available | 1 |
| deepstruct -- linking deep learning and graph theory | Nov 12, 2021 | Deep LearningNeural Architecture Search | CodeCode Available | 1 |
| BlueFog: Make Decentralized Algorithms Practical for Optimization and Deep Learning | Nov 8, 2021 | Deep Learning | CodeCode Available | 1 |
| A Comparison of Deep Learning Architectures for Optical Galaxy Morphology Classification | Nov 8, 2021 | Deep LearningMorphology classification | CodeCode Available | 1 |
| SMU: smooth activation function for deep networks using smoothing maximum technique | Nov 8, 2021 | Deep Learning | CodeCode Available | 1 |
| Generation of microbial colonies dataset with deep learning style transfer | Nov 6, 2021 | Data AugmentationDeep Learning | CodeCode Available | 1 |
| Shortcutted Commonsense: Data Spuriousness in Deep Learning of Commonsense Reasoning | Nov 1, 2021 | Deep Learning | CodeCode Available | 1 |
