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 | 4.1905499e-05 |
| 10,666 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 2025 | VLDB | 4.1905499e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 4,553 | A Demonstration of AutoOD: A Self-Tuning Anomaly Detection System | 2022 | VLDB | 6.0852762e-05 |
| 5,007 | Algorithm and System Co-design for Efficient Subgraph-based Graph Representation Learning | 2022 | VLDB | 5.7581517e-05 |
| 6,044 | SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning | 2023 | VLDB | 5.2363243e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,263 | AS-Parser: Log Parsing Based on Adaptive Segmentation | 2023 | SIGMOD | 7.307731e-05 |
| 6,115 | GraphAn: Graph-based Subsequence Anomaly Detection | 2020 | VLDB | 5.1995458e-05 |
| 5,986 | Streaming Anomaly Detection Using Randomized Matrix Sketching | 2016 | VLDB | 5.2399259e-05 |
| 9,056 | Behavior Query Discovery in System-Generated Temporal Graphs | 2016 | VLDB | 4.3997447e-05 |
| 10,666 | LLMLog: Advanced Log Template Generation via LLM-driven Multi-Round Annotation | 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 |
| 6,900 | PreLog: A Pre-trained Model for Log Analytics | 2024 | SIGMOD | 4.8878659e-05 |
| 10,218 | Unseen Anomaly Detection from System Logs | 2026 | SIGMOD | 4.1905499e-05 |
| 4,155 | Robust and Transferable Log-based Anomaly Detection | 2023 | SIGMOD | 6.3970893e-05 |