2 papers
cs.SE2026
Beyond the Prompt: Assessing Domain Knowledge Strategies for High-Dimensional LLM Optimization in Software Engineering
Srinath Srinivasan, Tim Menzies
Background/Context: Large Language Models (LLMs) demonstrate strong performance on low-dimensional software engineering optimization tasks (11 features) but consistently under…
cs.SE2026
SmartOracle -- An Agentic Approach to Mitigate Noise in Differential Oracles
Srinath Srinivasan, Tim Menzies, Marcelo D'Amorim
Differential fuzzers detect bugs by executing identical inputs across distinct implementations of the same specification, such as JavaScript interpreters. Validating the outputs re…