3 papers
cs.AI2026
VATS: Exploiting Implicit Authority in Error-Path Injection via Systematic Mutation
Harshil Patel, Kunal Pai
As the Model Context Protocol (MCP) standardizes tool-calling for autonomous agents, it introduces a critical, unexamined attack surface: the error-handling loop. We hypothesize th…
cs.SE2025
CoDocBench: A Dataset for Code-Documentation Alignment in Software Maintenance
Kunal Pai, Premkumar Devanbu, Toufique Ahmed
One of the central tasks in software maintenance is being able to understand and develop code changes. Thus, given a natural language description of the desired new operation of a…
cs.SE2024
Calibration and Correctness of Language Models for Code
Claudio Spiess, David Gros, Kunal Suresh Pai +6
Machine learning models are widely used, but can also often be wrong. Users would benefit from a reliable indication of whether a given output from a given model should be trusted,…