Published onJanuary 16, 2025Trompt: Towards a Better Deep Neural Network for Tabular Datalanguage-model (4)paper-reading (11)pretrained-model (2)prompt-tuning (1)tabular-data (11)Summary of the paper "Trompt: Towards a Better Deep Neural Network for Tabular Data"
Published onDecember 19, 2024In-Context Data Distillation with TabPFNdata-distillation (1)deep-learning (10)machine-learning (5)meta-learning (4)paper-reading (11)tabular-data (11)Summary of the paper "In-Context Data Distillation with TabPFN"
Published onDecember 17, 2024Can a Deep Learning Model be a Sure Bet for Tabular Prediction?deep-learning (10)machine-learning (5)model-architecture (3)paper-reading (11)tabular-data (11)Summary of the paper "Can a Deep Learning Model be a Sure Bet for Tabular Prediction?"
Published onDecember 12, 2024TabR: Tabular Deep Learning Meets Nearest Neighborsdeep-learning (10)meta-learning (4)paper-reading (11)tabular-data (11)Summary of the TabR paper
Published onDecember 11, 2024Cross-Table Pretraining towards a Universal Function Space for Heterogeneous Tabular Datadeep-learning (10)machine-learning (5)meta-learning (4)model-architecture (3)paper-reading (11)tabular-data (11)Summary of the paper "Cross-Table Pretraining towards a Universal Function Space for Heterogeneous Tabular Data"
Published onNovember 28, 2024Making Pre-trained Language Models Great on Tabular Predictiondeep-learning (10)language-model (4)machine-learning (5)paper-reading (11)pretrained-model (2)tabular-data (11)transfer-learning (3)Summary of the paper "Making Pre-trained Language Models Great on Tabular Prediction"
Published onNovember 10, 2024TableGPT2: A Large Multimodal Model with Tabular Data Integrationdeep-learning (10)language-model (4)paper-reading (11)table-to-text (2)tabular-data (11)Summary of the paper "TableGPT2: A Large Multimodal Model with Tabular Data Integration"
Published onOctober 21, 2024Retrieval & Fine-Tuning for In-Context Tabular Modelsdeep-learning (10)meta-learning (4)paper-reading (11)tabular-data (11)Summary of the paper "Retrieval & Fine-Tuning for In-Context Tabular Models"
Published onOctober 8, 2024Large Scale Transfer Learning for Tabular Data via Language Modelingdeep-learning (10)language-model (4)machine-learning (5)paper-reading (11)table-to-text (2)tabular-data (11)transformers (1)Summary of the paper "Large Scale Transfer Learning for Tabular Data via Language Modeling"
Published onOctober 8, 2024TransTab: Learning Transferable Tabular Transformers Across Tablesdeep-learning (10)model-architecture (3)paper-reading (11)tabular-data (11)transfer-learning (3)Summary of the paper "TransTab: Learning Transferable Tabular Transformers Across Tables"
Published onJune 24, 2024XTab: Cross-table Pretraining for Tabular Transformersdeep-learning (10)paper-reading (11)tabular-data (11)transfer-learning (3)Summary of the paper "XTab: Cross-table Pretraining for Tabular Transformers"