3 papers
cs.LG2026
Decomposing Discrimination: Causal Mediation Analysis for AI-Driven Credit Decisions
Duraimurugan Rajamanickam
Statistical fairness metrics in AI-driven credit decisions conflate two causally distinct mechanisms: discrimination operating directly from a protected attribute to a credit outco…
cs.CL2024
Improving Legal Entity Recognition Using a Hybrid Transformer Model and Semantic Filtering Approach
Duraimurugan Rajamanickam
Legal Entity Recognition (LER) is critical in automating legal workflows such as contract analysis, compliance monitoring, and litigation support. Existing approaches, including ru…
cs.DC2024
Enhancing Real-Time Master Data Management with Complex Match and Merge Algorithms
Durai Rajamanickam
Master Data Management (MDM) ensures data integrity, consistency, and reliability across an organization's systems. I introduce a novel complex match and merge algorithm optimized…