## Papers - AL-Bench: [[2025__arXiv__AL-Bench - A Benchmark for Automatic Logging]] - VCRLog: [[2024__ISSRE__VCRLog - Variable Contents Relationship Perception for Log-based Anomaly Detection]] - LogCAE: [[2024__ISSRE__LogCAE - An Approach for Log-based Anomaly Detection with Active Learning and Contrastive Learning]] - [[2024__ISSRE__LLMeLog - An Approach for Anomaly Detection based on LLM-enriched Log Events]] - SelfLog: [[2024__ISSRE__Self-Evolutionary Group-wise Log Parsing Based on Large Language Mode]] - LogLM: [[2024__arXiv__LogLM - From Task-based to Instruction-based Automated Log Analysis]] - LogMild: [[2024__CLOUD__Decoding Logs for Automatic Metric Identification]] - PreLog: [[2024__SIGMOD__PreLog - A Pre-trained Model for Log Analytics]] - [[2024__ESEC-FSE__LogSD - Detecting Anomalies from System Logs through Self-supervised Learning and Frequency-based Masking]] - [[2024__Transactions on Reliability__Revisiting Log Parsing - The Present, the Future, and the Uncertainties]] - LogFormer: [[2024__arXiv__LogFormer - A Pre-train and Tuning Pipeline for Log Anomaly Detection]] - LogPTR: [[2024__arXiv__LogPTR - Variable-Aware Log Parsing with Pointer Network]] - LogGC: [[2023__ICDMW__LogGC - Novel Approach for Graph-based Log Anomaly Detection]] - Log3T: [[2023__ESEC-FSE__Log Parsing with Generalization Ability under New Log Types]] - [[2024__ISSTA__A Large-Scale Evaluation for Log Parsing Techniques - How Far Are We?]] - AS-Parser: [[2023__SIGMOD__AS-Parser - Log Parsing Based on Adaptive Segmentation]] - LogPub: [[2023__arXiv__A Large-scale Benchmark for Log Parsing]] - DA-Parser: [[2023__COMPSAC__DA-Parser - A Pre-trained Domain-aware Parsing Framework for Heterogeneous Log Analysis]] - Biglog [[2023__IWQoS__Biglog - Unsupervised Large-scale Pre-training for a Unified Log Representation]] - [[2023__arXiv__Exploring the Effectiveness of LLMs in Automated Logging Generation - An Empirical Study]] - Auto-Logging: [[2023__ICSE-NIER__Auto-Logging - AI-centred Logging Instrumentation]] - [[2023__CLOUD__Learning Representations on Logs for AIOps]] - SPINE: [[2022__ESEC-FSE__SPINE - A Scalable Log Parser with Feedback Guidance]] ### LLM - [[LLM4SRE]]