AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction

Summary: AixelNet: a pre-trained model for heterogeneous tabular prediction that extracts table-level meta-features and uses a multi-predictor backbone to avoid task-specific retraining. A hypernetwork dynamically composes base predictors per table, with regularizers for balanced/diverse usage and sparse updates for efficiency, improving accuracy on 40 tabular tasks versus eight SOTA baselines. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID: 7410
Venue: SIGMOD
Year: 2026
Pagerank: 4.1945683e-05
Overall Rank: 10,100 | 29.74%
DOI: 10.1145/3769814

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
1,732	CatSQL: Towards Real World Natural Language to SQL Applications	2023	VLDB	0.00010732004
2,643	Camel: Managing Data for Efficient Stream Learning	2022	SIGMOD	8.384956e-05
3,148	ARM-Net: Adaptive Relation Modeling Network for Structured Data	2021	SIGMOD	7.4751269e-05
4,018	Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching	2023	VLDB	6.5244015e-05
4,154	Robust and Transferable Log-based Anomaly Detection	2023	SIGMOD	6.4032498e-05
4,456	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1704203e-05
5,381	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	5.5399508e-05
7,258	Incremental Tabular Learning on Heterogeneous Feature Space	2023	SIGMOD	4.7865674e-05
7,582	LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes	2024	VLDB	4.7046388e-05
7,917	Array DBMS: Past, Present, and (Near) Future	2021	VLDB	4.6173899e-05
8,386	PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery	2021	SIGMOD	4.530141e-05
8,862	TabEE: Tabular Embeddings Explanations	2024	SIGMOD	4.4331977e-05
9,320	Powering In-Database Dynamic Model Slicing for Structured Data Analytics	2024	VLDB	4.3556432e-05
9,324	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	4.3556432e-05
10,998	Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems	2024	VLDB	4.1945683e-05
11,187	Regularized Pairwise Relationship based Analytics for Structured Data	2023	SIGMOD	4.1945683e-05

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