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: h6259fe88ab9adfaa
Venue: SIGMOD
Year: 2026
Pagerank: 4.9793485e-05
Overall Rank: 10,586 | 28.83%
DOI: 10.1145/3769814

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Liming Wang (Beijing Institute of Technology)
2. Meihui Zhang (Beijing Institute of Technology)
3. Zhaojing Luo (Beijing Institute of Technology)

BibTeX Citation

@inproceedings{wang_sigmod26,
        title = {{AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction}},
        author = {Wang, Liming and Zhang, Meihui and Luo, Zhaojing},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3769814},
        url = {https://dl.acm.org/doi/10.1145/3769814},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

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
1,356	CatSQL: Towards Real World Natural Language to SQL Applications	2023	VLDB	0.00010925509
3,284	Camel: Managing Data for Efficient Stream Learning	2022	SIGMOD	7.4560271e-05
3,449	Robust and Transferable Log-based Anomaly Detection	2023	SIGMOD	7.2931951e-05
4,103	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.8066074e-05
4,489	ARM-Net: Adaptive Relation Modeling Network for Structured Data	2021	SIGMOD	6.5781098e-05
4,867	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	6.3749346e-05
5,623	Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching	2023	VLDB	6.0611712e-05
7,254	Incremental Tabular Learning on Heterogeneous Feature Space	2023	SIGMOD	5.5726738e-05
7,762	LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes	2024	VLDB	5.456536e-05
8,088	Array DBMS: Past, Present, and (Near) Future	2021	VLDB	5.3942942e-05
8,523	PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery	2021	SIGMOD	5.3231606e-05
9,046	TabEE: Tabular Embeddings Explanations	2024	SIGMOD	5.2311776e-05
9,212	Powering In-Database Dynamic Model Slicing for Structured Data Analytics	2024	VLDB	5.2060505e-05
9,655	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	5.1453267e-05
11,549	Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems	2024	VLDB	4.9793485e-05
11,706	Regularized Pairwise Relationship based Analytics for Structured Data	2023	SIGMOD	4.9793485e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	13,584	SciTables: A Dataset and Evaluation Framework for Complex Table-to-Text Generation	2026	VLDB
2	5,194	Database Workload Characterization with Query Plan Encoders	2022	VLDB
3	13,656	Accelerating Tabular Inference: Training Data Generation with TENET	2025	VLDB
4	377	TURL: Table Understanding through Representation Learning	2021	VLDB
5	11,706	Regularized Pairwise Relationship based Analytics for Structured Data	2023	SIGMOD
6	5,687	DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models	2024	SIGMOD
7	5,840	Pre-training Summarization Models of Structured Datasets for Cardinality Estimation	2022	VLDB
8	7,254	Incremental Tabular Learning on Heterogeneous Feature Space	2023	SIGMOD
9	4,489	ARM-Net: Adaptive Relation Modeling Network for Structured Data	2021	SIGMOD
10	10,598	AixelAsk: A Stepwise-Guided Retrieval and Reasoning Framework for Large Table QA	2026	SIGMOD