Robust and Transferable Log-based Anomaly Detection
Summary: RT-Log introduces adaptive relation modeling over multi-field log information to capture selective feature interactions for robust anomaly detection. It also proposes environment generalization to learn environment-invariant representations, enabling transferability across dynamic runtimes; results on real data show consistent improvements over SOTA. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Peng Jia
- 2. Shaofeng Cai
- 3. Beng Chin Ooi
- 4. Pinghui Wang
- 5. Yiyuan Xiong
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,762 | METER: A Dynamic Concept Adaptation Framework for Online Anomaly Detection | 2024 | VLDB | 5.9338398e-05 |
| 6,390 | Pluto: Sample Selection for Robust Anomaly Detection on Polluted Log Data | 2024 | SIGMOD | 5.0780429e-05 |
| 6,900 | PreLog: A Pre-trained Model for Log Analytics | 2024 | SIGMOD | 4.8878659e-05 |
| 9,325 | Powering In-Database Dynamic Model Slicing for Structured Data Analytics | 2024 | VLDB | 4.351469e-05 |
| 10,100 | AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction | 2026 | SIGMOD | 4.1905499e-05 |
| 10,377 | Agree to Disagree: Robust Anomaly Detection with Noisy Labels | 2025 | SIGMOD | 4.1905499e-05 |
| 10,720 | CoLA: Model Collaboration for Log-based Anomaly Detection | 2025 | VLDB | 4.1905499e-05 |
| 11,001 | Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems | 2024 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,283 | Towards Linear Algebra over Normalized Data | 2017 | VLDB | 0.00012826013 |
| 2,197 | Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra | 2019 | SIGMOD | 9.3117431e-05 |
| 3,157 | ARM-Net: Adaptive Relation Modeling Network for Structured Data | 2021 | SIGMOD | 7.4679349e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,986 | Streaming Anomaly Detection Using Randomized Matrix Sketching | 2016 | VLDB | 5.2399259e-05 |
| 10,880 | MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection | 2025 | VLDB | 4.1905499e-05 |
| 11,293 | ADOps: An Anomaly Detection Pipeline in Structured Logs | 2023 | VLDB | 4.1905499e-05 |
| 10,720 | CoLA: Model Collaboration for Log-based Anomaly Detection | 2025 | VLDB | 4.1905499e-05 |
| 10,666 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 2025 | VLDB | 4.1905499e-05 |
| 1,253 | Anomaly Detection in Time Series: A Comprehensive Evaluation | 2022 | VLDB | 0.00013019488 |
| 6,435 | An Experimental Evaluation of Anomaly Detection in Time Series | 2024 | VLDB | 5.0555305e-05 |
| 6,900 | PreLog: A Pre-trained Model for Log Analytics | 2024 | SIGMOD | 4.8878659e-05 |
| 9,871 | Substructure-aware Log Anomaly Detection | 2025 | VLDB | 4.2626861e-05 |
| 10,218 | Unseen Anomaly Detection from System Logs | 2026 | SIGMOD | 4.1905499e-05 |