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226 papers

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large language model (13587) question answering (2963) code generation (746) table question answering (121) table understanding (132) representation learning (6206) synthetic data generation (590) few-shot learning (3398) zero-shot learning (3650) neural network (6616)

Papers

D2R2: Diffusion-based Representation with Random Distance Matching for Tabular Few-shot Learning NIPS 2024
DOFEN: Deep Oblivious Forest ENsemble NIPS 2024
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data NIPS 2024
From Data Imputation to Data Cleaning — Automated Cleaning of Tabular Data Improves Downstream Predictive Performance AISTATS 2024
MediTab: Scaling Medical Tabular Data Predictors via Data Consolidation, Enrichment, and Refinement IJCAI 2024
A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction IJCAI 2024
An Automatic Prompt Generation System for Tabular Data Tasks NAACL 2024
TREE-G: Decision Trees Contesting Graph Neural Networks AAAI 2024
HyperFast: Instant Classification for Tabular Data AAAI 2024
Solving Data-centric Tasks using Large Language Models NAACL 2024
Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning AAAI 2024
SwitchTab: Switched Autoencoders Are Effective Tabular Learners AAAI 2024
Gaussian Process Neural Additive Models AAAI 2024
Effective Data Distillation for Tabular Datasets (Student Abstract) AAAI 2024
DataTales: A Benchmark for Real-World Intelligent Data Narration EMNLP 2024
Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs ACL 2024
Financial Forecasting from Textual and Tabular Time Series EMNLP 2024
Strategic Demonstration Selection for Improved Fairness in LLM In-Context Learning EMNLP 2024
Generative Forests NIPS 2024
Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning NIPS 2024
MINTY: Rule-based models that minimize the need for imputing features with missing values AISTATS 2024
TFWT: Tabular Feature Weighting with Transformer IJCAI 2024
SemanticMask: A Contrastive View Design for Anomaly Detection in Tabular Data IJCAI 2024
Revisiting Multimodal Transformers for Tabular Data with Text Fields ACL 2024
When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications? EMNLP 2024