| Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond | Jan 19, 2025 | Deep LearningMulti-Task Learning | CodeCode Available | 7 |
| TensorIR: An Abstraction for Automatic Tensorized Program Optimization | Jul 9, 2022 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 6 |
| Fundamental Components of Deep Learning: A category-theoretic approach | Mar 13, 2024 | Deep LearningDescriptive | CodeCode Available | 5 |
| MONAI: An open-source framework for deep learning in healthcare | Nov 4, 2022 | Deep LearningMedical Image Classification | CodeCode Available | 5 |
| Deep Lake: a Lakehouse for Deep Learning | Sep 22, 2022 | Decision MakingDeep Learning | CodeCode Available | 5 |
| A deep learning framework for efficient pathology image analysis | Feb 18, 2025 | BenchmarkingDeep Learning | CodeCode Available | 4 |
| TabM: Advancing Tabular Deep Learning with Parameter-Efficient Ensembling | Oct 31, 2024 | Deep LearningRetrieval | CodeCode Available | 4 |
| A Closer Look at Deep Learning Methods on Tabular Datasets | Jul 1, 2024 | AttributeDeep Learning | CodeCode Available | 4 |
| Pytorch-Wildlife: A Collaborative Deep Learning Framework for Conservation | May 21, 2024 | Deep Learning | CodeCode Available | 4 |
| PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning | Mar 31, 2024 | Binary ClassificationDeep Learning | CodeCode Available | 4 |
| Tiny Machine Learning: Progress and Futures | Mar 28, 2024 | Deep Learning | CodeCode Available | 4 |
| Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy | Dec 16, 2023 | Deep Learningimage-classification | CodeCode Available | 4 |
| TimeGPT-1 | Oct 5, 2023 | Deep LearningTime Series | CodeCode Available | 4 |
| Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh | Sep 11, 2023 | Deep Learning | CodeCode Available | 4 |
| AlpaServe: Statistical Multiplexing with Model Parallelism for Deep Learning Serving | Feb 22, 2023 | Deep Learning | CodeCode Available | 4 |
| Deep Industrial Image Anomaly Detection: A Survey | Jan 27, 2023 | Anomaly DetectionDeep Learning | CodeCode Available | 4 |
| Open Problems in Applied Deep Learning | Jan 26, 2023 | AutoMLDeep Learning | CodeCode Available | 4 |
| FP8 Formats for Deep Learning | Sep 12, 2022 | Deep LearningQuantization | CodeCode Available | 4 |
| Efficient Automated Deep Learning for Time Series Forecasting | May 11, 2022 | AutoMLBayesian Optimization | CodeCode Available | 4 |
| Colossal-AI: A Unified Deep Learning System For Large-Scale Parallel Training | Oct 28, 2021 | Deep LearningGPU | CodeCode Available | 4 |
| Dive into Deep Learning | Jun 21, 2021 | Deep LearningMath | CodeCode Available | 4 |
| fastai: A Layered API for Deep Learning | Feb 11, 2020 | Deep LearningGPU | CodeCode Available | 4 |
| PCDCNet: A Surrogate Model for Air Quality Forecasting with Physical-Chemical Dynamics and Constraints | May 26, 2025 | Deep Learning | CodeCode Available | 3 |
| GraphNeuralNetworks.jl: Deep Learning on Graphs with Julia | Dec 9, 2024 | Deep LearningGPU | CodeCode Available | 3 |
| On the Efficiency of NLP-Inspired Methods for Tabular Deep Learning | Nov 26, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 3 |
