3 papers
cs.SE2026
ScarfBench: A Benchmark for Cross-Framework Application Migration in Enterprise Java
Advait Pavuluri, Bridget McGinn, Ashita Saxena +6
Java remains central to enterprise software, and many applications outlive their original architecture. Migrating them across frameworks is a behavior-preserving refactoring spanni…
cs.SE2026
Beyond the Autoregressive Horizon: A Comprehensive Survey of Diffusion Models, World Modelling, and State Space Models for Code
Kishan Maharaj, Ashita Saxena, Srikanth Tamilselvam
Autoregressive (AR) language models have driven significant progress in automated software engineering, enabling powerful code generation and assistance systems. However, the next-…
cs.SE2026
Robustness and Reasoning Fidelity of Large Language Models in Long-Context Code Question Answering
Kishan Maharaj, Nandakishore Menon, Ashita Saxena +1
Large language models (LLMs) increasingly assist software engineering tasks that require reasoning over long code contexts, yet their robustness under varying input conditions rema…