← Search

Shiv Kumar Saini

2 accepted papers

2025

Root Cause Analysis of Failures from Partial Causal Structures

UAI 2025

Finding the root cause of failures is a prominent problem in many complex networks. Causal inference provides us with tools to address this problem algorithmically to automate this process and solve it efficiently. The existing methods either use a known causal structure to identify root cause by ba

2025

Tab-Shapley: Identifying Top-k Tabular Data Quality Insights

AAAI 2025technical

We present an unsupervised method for aggregating anomalies in tabular datasets by identifying the top-k tabular data quality insights. Each insight consists of a set of anomalous attributes and the corresponding subsets of records that serve as evidence to the user. The process of identifying these…

Cited by 0SourcePDFScholar