Readings

• ConTextTab: A Semantics-Aware Tabular In-Context Learner
  2025-07-23
  language-model (7) meta-learning (5) model-architecture (6) tabular-data (16)

• TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations
  2025-05-29
  tabular-data (16) model-architecture (6) language-models (1) representation-learning (2)

• TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks
  2025-02-24
  tabular-data (16) transformers (3) in-context-learning (1) prompt-learning (1)

  Summary of the TuneTables paper

• Transformers Boost the Performance of Decision Trees on Tabular Data across Sample Sizes
  2025-02-06
  boosting (1) deep-learning (11) decision-tree (1) machine-learning (7) model-reprogramming (1) tabular-data (16) transformers (3)

  Summary of the LLM/PFN-Boost paper

• The Power of Scale for Parameter-Efficient Prompt Tuning
  2025-01-21
  fine-tuning (2) language-model (7) nlp (1) pretrained-model (3) promt-tuning (1)

  Summary of the original prompt tuning paper.

• Trompt: Towards a Better Deep Neural Network for Tabular Data
  2025-01-16
  language-model (7) pretrained-model (3) prompt-tuning (1) tabular-data (16)

  Summary of the paper "Trompt: Towards a Better Deep Neural Network for Tabular Data"

• PTab: Using the Pre-trained Language Model for Modeling Tabular Data
  2025-01-13
  fine-tuning (2) language-model (7) representation-learning (2) table-to-text (3) tabular-data (16)

• In-Context Data Distillation with TabPFN
  2024-12-19
  tabular-data (16) machine-learning (7) deep-learning (11) data-distillation (1) meta-learning (5)

  Summary of the paper "In-Context Data Distillation with TabPFN"

• TabR: Tabular Deep Learning Meets Nearest Neighbors
  2024-12-12
  deep-learning (11) machine-learning (7) meta-learning (5) model-architecture (6) retrieval (1) tabular-data (16)

  Summary of the TabR paper

• Can a Deep Learning Model be a Sure Bet for Tabular Prediction?
  2024-12-11
  deep-learning (11) machine-learning (7) model-architecture (6) tabular-data (16)

• Cross-Table Pretraining towards a Universal Function Space for Heterogeneous Tabular Data
  2024-12-11
  deep-learning (11) machine-learning (7) meta-learning (5) model-architecture (6) tabular-data (16)

  Summary of the paper "Cross-Table Pretraining towards a Universal Function Space for Heterogeneous Tabular Data"

• Making Pre-trained Language Models Great on Tabular Prediction
  2024-11-28
  deep-learning (11) machine-learning (7) pretrained-model (3) tabular-data (16) language-model (7) transfer-learning (3)

  Summary of the paper "Making Pre-trained Language Models Great on Tabular Prediction"

• TableGPT2: A Large Multimodal Model with Tabular Data Integration
  2024-11-10
  tabular-data (16) language-model (7) deep-learning (11) table-to-text (3)

  Summary of the paper "TableGPT2: A Large Multimodal Model with Tabular Data Integration"

• Retrieval & Fine-Tuning for In-Context Tabular Models
  2024-10-21
  meta-learning (5) tabular-data (16) deep-learning (11)

  Summary of the paper "Retrieval & Fine-Tuning for In-Context Tabular Models"

• Large Scale Transfer Learning for Tabular Data via Language Modeling
  2024-10-08
  tabular-data (16) deep-learning (11) language-model (7) machine-learning (7) transformers (3) table-to-text (3)

  Summary of the paper "Large Scale Transfer Learning for Tabular Data via Language Modeling"

• TransTab: Learning Transferable Tabular Transformers Across Tables
  2024-10-08
  tabular-data (16) model-architecture (6) deep-learning (11) transfer-learning (3)

  Summary of the paper "TransTab: Learning Transferable Tabular Transformers Across Tables"

• XTab: Cross-table Pretraining for Tabular Transformers
  2024-06-24
  tabular-data (16) deep-learning (11) transfer-learning (3)

  Summary of the paper "XTab: Cross-table Pretraining for Tabular Transformers"