machinelearningnuremberg / WellTunedSimpleNets
[NeurIPS 2021] Well-tuned Simple Nets Excel on Tabular Datasets
☆79Updated last year
Related projects ⓘ
Alternatives and complementary repositories for WellTunedSimpleNets
- A repo for transfer learning with deep tabular models☆101Updated last year
- ☆115Updated 7 months ago
- Code for "NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning"☆43Updated 2 years ago
- The official implementation of the paper, "SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning"☆143Updated 2 years ago
- ☆60Updated 3 years ago
- TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks☆56Updated this week
- A framework for prototyping and benchmarking imputation methods☆165Updated last year
- Conformalized Quantile Regression☆251Updated 2 years ago
- Code repository for our paper "Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift": https://arxiv.org/abs/1810.119…☆102Updated 7 months ago
- Codebase for VIME: Extending the Success of Self- and Semi-supervised Learning to Tabular Domain - NeurIPS 2020☆147Updated 4 years ago
- Experiments on Tabular Data Models☆270Updated last year
- Our maintained PFN repository. Come here to train SOTA PFNs.☆50Updated last week
- A collection of research materials on SSL for non-sequential tabular data (SSL4NSTD)☆160Updated last month
- ☆455Updated 3 months ago
- Fast implementation of Venn-ABERS probabilistic predictors☆71Updated 9 months ago
- Implementation for Stankevičiūtė et al. "Conformal time-series forecasting", NeurIPS 2021.☆65Updated last week
- A benchmark for distribution shift in tabular data☆44Updated 5 months ago
- Generating and Imputing Tabular Data via Diffusion and Flow XGBoost Models☆142Updated 3 months ago
- Fast and incremental explanations for online machine learning models. Works best with the river framework.☆51Updated last year
- (ICLR 2024) GRANDE: Gradient-Based Decision Tree Ensembles☆86Updated 2 months ago
- Neural Additive Models (Google Research)☆67Updated 3 years ago
- WeightedSHAP: analyzing and improving Shapley based feature attributions (NeurIPS 2022)☆160Updated 2 years ago
- (NeurIPS 2022) On Embeddings for Numerical Features in Tabular Deep Learning☆312Updated last week
- ☆25Updated last year
- Official Implementations of "Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space""☆98Updated 4 months ago
- ☆17Updated 4 years ago
- Python Meta-Feature Extractor package.☆126Updated 4 months ago
- For calculating global feature importance using Shapley values.☆253Updated this week
- Repository for CARTE: Context-Aware Representation of Table Entries☆66Updated this week
- The official PyTorch implementation of recent paper - SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive …☆402Updated 2 years ago