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263 papers

Papers

TabLeak: Tabular Data Leakage in Federated Learning ICML 2023 TabLLM: Few-shot Classification of Tabular Data with Large Language Models AISTATS 2023 TabMT: Generating tabular data with masked transformers NeurIPS 2023 TANGOS: Regularizing Tabular Neural Networks through Gradient Orthogonalization and Specialization ICLR 2023 Towards Explaining Distribution Shifts ICML 2023 Transferable Adversarial Robustness for Categorical Data via Universal Robust Embeddings NeurIPS 2023 Transfer Learning with Deep Tabular Models ICLR 2023 Trompt: Towards a Better Deep Neural Network for Tabular Data ICML 2023 Unveiling the Power of Self-Attention for Shipping Cost Prediction: The Rate Card Transformer ACML 2023 Weight Predictor Network with Feature Selection for Small Sample Tabular Biomedical Data AAAI 2023 When Do Neural Nets Outperform Boosted Trees on Tabular Data? NeurIPS 2023 XTab: Cross-table Pretraining for Tabular Transformers ICML 2023 Anomaly Detection for Tabular Data with Internal Contrastive Learning ICLR 2022 BERT-Sort: A Zero-shot MLM Semantic Encoder on Ordinal Features for AutoML AutoML 2022 DANets: Deep Abstract Networks for Tabular Data Classification and Regression AAAI 2022 Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data NeurIPS 2022 Differentially Private Normalizing Flows for Synthetic Tabular Data Generation AAAI 2022 DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents EMNLP 2022 Does your graph need a confidence boost? Convergent boosted smoothing on graphs with tabular node features ICLR 2022 Few-Shot Table Understanding: A Benchmark Dataset and Pre-Training Baseline COLING 2022 Few-Shot Tabular Data Enrichment Using Fine-Tuned Transformer Architectures ACL 2022 Generative Trees: Adversarial and Copycat ICML 2022 HybriDialogue: An Information-Seeking Dialogue Dataset Grounded on Tabular and Textual Data ACL 2022 Learning Enhanced Representation for Tabular Data via Neighborhood Propagation NeurIPS 2022 Locally Sparse Neural Networks for Tabular Biomedical Data ICML 2022