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cs.SE2026
Verify Before You Fix: Agentic Execution Grounding for Trustworthy Cross-Language Code Analysis
Jugal Gajjar
Learned classifiers deployed in agentic pipelines face a fundamental reliability problem: predictions are probabilistic inferences, not verified conclusions, and acting on them wit…
cs.SE2025
MLCPD: A Unified Multi-Language Code Parsing Dataset with Universal AST Schema
Jugal Gajjar, Kamalasankari Subramaniakuppusamy
We introduce the MultiLang Code Parser Dataset (MLCPD), a large-scale, language-agnostic dataset unifying syntactic and structural representations of code across ten major programm…
cs.SE2025
Bridging Semantics & Structure for Software Vulnerability Detection using Hybrid Network Models
Jugal Gajjar, Kaustik Ranaware, Kamalasankari Subramaniakuppusamy
Software vulnerabilities remain a persistent risk, yet static and dynamic analyses often overlook structural dependencies that shape insecure behaviors. Viewing programs as heterog…