tabular data

A Flexible Generative Model for Heterogeneous Tabular EHR with Missing Modality ICLR 2024 Amortized Variational Deep Kernel Learning ICML 2024 An Automatic Prompt Generation System for Tabular Data Tasks NAACL 2024 Anomaly Detection with Variance Stabilized Density Estimation UAI 2024 A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction IJCAI 2024 Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning AAAI 2024 BERTground: A Transformer-Based Model of Background Spectra on the ISS-Based NICER Space Telescope AAAI 2024 Better by default: Strong pre-tuned MLPs and boosted trees on tabular data NeurIPS 2024 BiSHop: Bi-Directional Cellular Learning for Tabular Data with Generalized Sparse Modern Hopfield Model ICML 2024 CaPS: Collaborative and Private Synthetic Data Generation from Distributed Sources ICML 2024 CARTE: Pretraining and Transfer for Tabular Learning ICML 2024 Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data NeurIPS 2024 Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes ICML 2024 D2R2: Diffusion-based Representation with Random Distance Matching for Tabular Few-shot Learning NeurIPS 2024 DataTales: A Benchmark for Real-World Intelligent Data Narration EMNLP 2024 DISCRET: Synthesizing Faithful Explanations For Treatment Effect Estimation ICML 2024 Do causal predictors generalize better to new domains? NeurIPS 2024 DOFEN: Deep Oblivious Forest ENsemble NeurIPS 2024 Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data NeurIPS 2024 Effective Data Distillation for Tabular Datasets (Student Abstract) AAAI 2024 EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language Models NeurIPS 2024 Financial Forecasting from Textual and Tabular Time Series EMNLP 2024 From Data Imputation to Data Cleaning — Automated Cleaning of Tabular Data Improves Downstream Predictive Performance AISTATS 2024 Gaussian Process Neural Additive Models AAAI 2024 Generative Forests NeurIPS 2024