Substructure-aware Log Anomaly Detection
Summary: SLAD: a code-file-level log-graph anomaly detector using Monte Carlo Tree Search to discover representative substructures, plus substructure distillation and soft pruning for efficient node-level anomaly scoring. Outperforms baselines and gives >15× faster inference. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yanni Tang
- 2. Zhuoxing Zhang
- 3. Kaiqi Zhao
- 4. Lanting Fang
- 5. Zhenhua Li
- 6. Wu Chen
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,218 | Unseen Anomaly Detection from System Logs | 2026 | SIGMOD | 4.1945683e-05 |
| 10,658 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 2025 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 4,554 | A Demonstration of AutoOD: A Self-Tuning Anomaly Detection System | 2022 | VLDB | 6.0911296e-05 |
| 5,007 | Algorithm and System Co-design for Efficient Subgraph-based Graph Representation Learning | 2022 | VLDB | 5.763689e-05 |
| 6,039 | SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning | 2023 | VLDB | 5.2413564e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,259 | AS-Parser: Log Parsing Based on Adaptive Segmentation | 2023 | SIGMOD | 7.3147783e-05 |
| 6,116 | GraphAn: Graph-based Subsequence Anomaly Detection | 2020 | VLDB | 5.2039218e-05 |
| 5,984 | Streaming Anomaly Detection Using Randomized Matrix Sketching | 2016 | VLDB | 5.244512e-05 |
| 9,057 | Behavior Query Discovery in System-Generated Temporal Graphs | 2016 | VLDB | 4.4039656e-05 |
| 10,658 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 2025 | VLDB | 4.1945683e-05 |
| 11,291 | ADOps: An Anomaly Detection Pipeline in Structured Logs | 2023 | VLDB | 4.1945683e-05 |
| 10,713 | CoLA: Model Collaboration for Log-based Anomaly Detection | 2025 | VLDB | 4.1945683e-05 |
| 6,897 | PreLog: A Pre-trained Model for Log Analytics | 2024 | SIGMOD | 4.8925595e-05 |
| 10,218 | Unseen Anomaly Detection from System Logs | 2026 | SIGMOD | 4.1945683e-05 |
| 4,154 | Robust and Transferable Log-based Anomaly Detection | 2023 | SIGMOD | 6.4032498e-05 |