3 papers
cs.SE2026
Multi-CoLoR: Context-Aware Localization and Reasoning across Multi-Language Codebases
Indira Vats, Sanjukta De, Subhayan Roy +5
Large language models demonstrate strong capabilities in code generation but struggle to navigate complex, multi-language repositories to locate relevant code. Effective code local…
cs.LG2025
The Graph's Apprentice: Teaching an LLM Low Level Knowledge for Circuit Quality Estimation
Reza Moravej, Saurabh Bodhe, Zhanguang Zhang +6
Logic synthesis is a crucial phase in the circuit design process, responsible for transforming hardware description language (HDL) designs into optimized netlists. However, traditi…
cs.LG2025
E2ESlack: An End-to-End Graph-Based Framework for Pre-Routing Slack Prediction
Saurabh Bodhe, Zhanguang Zhang, Atia Hamidizadeh +3
Pre-routing slack prediction remains a critical area of research in Electronic Design Automation (EDA). Despite numerous machine learning-based approaches targeting this task, ther…