Tabular Deep Learning papers, 2023–2026

Key findings

• Tabular Deep Learning fell from 150 papers in 2023 to 33 in 2026, so interest is cooling.
• NeurIPS publishes the most Tabular Deep Learning work: 133 papers from 2023 to 2026, 62% of the four-venue total.
• The fastest-growing overlap is with Simulation for Driving: papers tagged with both rose from 3 in 2023 to 6 in 2026.
• Among the 5 topics under Graph and Structured Data, it ranks #5 by 2026 paper count; the fastest grower in the group, Time Series, is up 3.2x versus 0.2x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Coherent Routing in Decision Trees: Phase-Interference Learning for Interpretable Tabular Prediction
• ICML 2026Density-Guided Robust Counterfactual Explanations on Tabular Data under Model Multiplicity
• ICLR 2026Harpoon: Generalised Manifold Guidance for Conditional Tabular Diffusion
• CVPR 2026MultiModalPFN Extending Prior-Data Fitted Networks for Multimodal Tabular Learning
• NeurIPS 2025ConTextTab: A Semantics-Aware Tabular In-Context Learner
• ICML 2025Latent Score-Based Reweighting for Robust Classification on Imbalanced Tabular Data
• ICLR 2025Revisiting Nearest Neighbor for Tabular Data: A Deep Tabular Baseline Two Decades Later
• NeurIPS 2024WikiDBs: A Large-Scale Corpus Of Relational Databases From Wikidata
• ICML 2024BiSHop: Bi-Directional Cellular Learning for Tabular Data with Generalized Sparse Modern Hopfield Model
• ICLR 2024GRANDE: Gradient-Based Decision Tree Ensembles for Tabular Data
• NeurIPS 2023Accurate Interpolation for Scattered Data through Hierarchical Residual Refinement
• ICML 2023Compressing Tabular Data via Latent Variable Estimation
• ICLR 2023TabCaps: A Capsule Neural Network for Tabular Data Classification with BoW Routing
• NeurIPS 2026LLM-Enhanced Random Forests in Orthogonal Hyperbolic Subspaces for Tabular Learning
• ICML 2026FedHPro: Federated Hyper-Prototype Learning via Gradient Matching
• NeurIPS 2025Feature-aware Modulation for Learning from Temporal Tabular Data
• ICML 2025TabFlex: Scaling Tabular Learning to Millions with Linear Attention
• ICLR 2025SAVA: Scalable Learning-Agnostic Data Valuation
• NeurIPS 2024Evaluating language models as risk scores
• ICML 2024Tabular Insights, Visual Impacts: Transferring Expertise from Tables to Images

All Tabular Deep Learning papers

17 papers, page 1 of 1

1. ICLR 2026Harpoon: Generalised Manifold Guidance for Conditional Tabular Diffusion
2. ICLR 2025AnoLLM: Large Language Models for Tabular Anomaly Detection
3. ICLR 2025Minimax Optimal Reinforcement Learning with Quasi-Optimism
4. ICLR 2025Revisiting Nearest Neighbor for Tabular Data: A Deep Tabular Baseline Two Decades Later
5. ICLR 2025SAVA: Scalable Learning-Agnostic Data Valuation
6. ICLR 2025TabM: Advancing tabular deep learning with parameter-efficient ensembling
7. ICLR 2025TabWak: A Watermark for Tabular Diffusion Models
8. ICLR 2024A Flexible Generative Model for Heterogeneous Tabular EHR with Missing Modality
9. ICLR 2024GRANDE: Gradient-Based Decision Tree Ensembles for Tabular Data
10. ICLR 2024Making Pre-trained Language Models Great on Tabular Prediction
11. ICLR 2024TabR: Tabular Deep Learning Meets Nearest Neighbors
12. ICLR 2023GOGGLE: Generative Modelling for Tabular Data by Learning Relational Structure
13. ICLR 2023Language Models are Realistic Tabular Data Generators
14. ICLR 2023STaSy: Score-based Tabular data Synthesis
15. ICLR 2023TabCaps: A Capsule Neural Network for Tabular Data Classification with BoW Routing
16. ICLR 2023TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second
17. ICLR 2023Transfer Learning with Deep Tabular Models

FAQ

How many Tabular Deep Learning papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

214 in total: 150 in 2023, 17 in 2024, 14 in 2025, 33 in 2026.

How many Tabular Deep Learning papers are at NeurIPS 2026?

NeurIPS 2026 has 9 Tabular Deep Learning papers, versus 5 the year before.

How many Tabular Deep Learning papers are at ICLR 2026?

ICLR 2026 has 1 Tabular Deep Learning papers, versus 6 the year before.

How many Tabular Deep Learning papers are at ICML 2026?

ICML 2026 has 22 Tabular Deep Learning papers, versus 3 the year before.

How many Tabular Deep Learning papers are at CVPR 2026?

CVPR 2026 has 1 Tabular Deep Learning papers.

Which conference publishes the most Tabular Deep Learning papers?

NeurIPS, with 133 papers from 2023 to 2026.