machinelearningnuremberg / WellTunedSimpleNets
[NeurIPS 2021] Well-tuned Simple Nets Excel on Tabular Datasets
☆81Updated 2 years ago
Alternatives and similar repositories for WellTunedSimpleNets:
Users that are interested in WellTunedSimpleNets are comparing it to the libraries listed below
- The official implementation of the paper, "SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning"☆144Updated 2 years ago
- A repo for transfer learning with deep tabular models☆102Updated 2 years ago
- ☆146Updated 11 months ago
- Code for "NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning"☆43Updated 2 years ago
- Codebase for VIME: Extending the Success of Self- and Semi-supervised Learning to Tabular Domain - NeurIPS 2020☆148Updated 4 years ago
- Generating and Imputing Tabular Data via Diffusion and Flow XGBoost Models☆148Updated 7 months ago
- TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks☆65Updated 4 months ago
- ☆59Updated 4 years ago
- A framework for prototyping and benchmarking imputation methods☆177Updated last year
- Experiments on Tabular Data Models☆274Updated last year
- Conformalized Quantile Regression☆264Updated 2 years ago
- WeightedSHAP: analyzing and improving Shapley based feature attributions (NeurIPS 2022)☆160Updated 2 years ago
- Tabular In-Context Learning☆52Updated 2 weeks ago
- ☆473Updated 7 months ago
- A collection of research materials on SSL for non-sequential tabular data (SSL4NSTD)☆183Updated last month
- Compare and ensemble models without retraining☆49Updated last week
- Fast implementation of Venn-ABERS probabilistic predictors☆72Updated last year
- Implementation of SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption in Pytorch, a model learning a representati…☆76Updated last year
- For calculating global feature importance using Shapley values.☆266Updated this week
- Revisiting Pretrarining Objectives for Tabular Deep Learning☆63Updated 2 years ago
- A benchmark for distribution shift in tabular data☆50Updated 9 months ago
- In-context Bayesian Optimization☆15Updated 2 months ago
- Beta calibration☆29Updated last year
- Our maintained PFN repository. Come here to train SOTA PFNs.☆65Updated last month
- (ICLR 2024) GRANDE: Gradient-Based Decision Tree Ensembles☆89Updated last month
- TabDPT: Scaling Tabular Foundation Models☆26Updated last week
- ☆17Updated 4 years ago
- ☆201Updated 3 years ago
- Modification of TabNet as suggested in the Medium article, "The Unreasonable Ineffectiveness of Deep Learning on Tabular Data"☆61Updated last year
- Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.☆74Updated 4 months ago