LEMMA-RCA: A Large Multi-modal Multi-domain Dataset for Root Cause Analysis

v1v2v3 (latest)

LEMMA-RCA: A Large Multi-modal Multi-domain Dataset for Root Cause Analysis

8 June 2024

Zhengzhang Chen

ArXiv (abs)PDF HTML

Papers citing "LEMMA-RCA: A Large Multi-modal Multi-domain Dataset for Root Cause Analysis"

13 / 13 papers shown

Title
Online Multi-modal Root Cause Analysis Lecheng Zheng Zhengzhang Chen Haifeng Chen Jingrui He 73 1 0 13 Oct 2024
RIO-CPD: A Riemannian Geometric Method for Correlation-aware Online Change Point Detection Chengyuan Deng Zhengzhang Chen Xujiang Zhao Haoyu Wang Junxiang Wang Haifeng Chen Jie Gao 68 0 0 12 Jul 2024
Face It Yourselves: An LLM-Based Two-Stage Strategy to Localize Configuration Errors via Logs Shiwen Shan Yintong Huo Yuxin Su Yichen Li Dan Li Zibin Zheng 79 23 0 31 Mar 2024
Exploring LLM-based Agents for Root Cause Analysis Devjeet Roy Xuchao Zhang Rashi Bhave Chetan Bansal P. Las-Casas Rodrigo Fonseca Saravan Rajmohan 109 31 0 07 Mar 2024
X-lifecycle Learning for Cloud Incident Management using LLMs Drishti Goel Fiza Husain Aditya Singh Supriyo Ghosh Anjaly Parayil Chetan Bansal Xuchao Zhang Saravan Rajmohan 124 18 0 15 Feb 2024
Multi-modal Causal Structure Learning and Root Cause Analysis Lecheng Zheng Zhengzhang Chen Jingrui He Haifeng Chen 44 5 0 04 Feb 2024
RCAgent: Cloud Root Cause Analysis by Autonomous Agents with Tool-Augmented Large Language Models Zefan Wang Zichuan Liu Yingying Zhang Aoxiao Zhong Lunting Fan Lingfei Wu Qingsong Wen 93 31 0 25 Oct 2023
MM-DAG: Multi-task DAG Learning for Multi-modal Data -- with Application for Traffic Congestion Analysis Tian-Shing Lan Ziyue Li Zhishuai Li Lei Bai Man Li Fugee Tsung W. Ketter Rui Zhao Chen Zhang 52 13 0 05 Jun 2023
Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition Mingjie Li Zeyan Li Kanglin Yin Xiaohui Nie Wenchi Zhang Kaixin Sui Dan Pei 23 60 0 13 Jun 2022
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Ailin Deng Bryan Hooi AI4TS 87 894 0 13 Jun 2021
On the Role of Sparsity and DAG Constraints for Learning Linear DAGs Ignavier Ng AmirEmad Ghassami Kun Zhang CML 85 189 0 17 Jun 2020
DYNOTEARS: Structure Learning from Time-Series Data Roxana Pamfil Nisara Sriwattanaworachai Shaan Desai Philip Pilgerstorfer Paul Beaumont K. Georgatzis Bryon Aragam CML AI4TS BDL 109 192 0 02 Feb 2020
DAGs with NO TEARS: Continuous Optimization for Structure Learning Xun Zheng Bryon Aragam Pradeep Ravikumar Eric Xing NoLa CML OffRL 109 952 0 04 Mar 2018