Research

Publications on secure and efficient AI systems.

Agents over the Network

In preparation · First author

An environment that secures agent-to-agent communication, blocking prompt injection, tool misuse, and privilege escalation.

Search-Based Evolutionary Data Pruning for Class-Level Code Summarization

ICSE 2026, JAWS Workshop · First author

Makes code-summarization models cheaper to train by finding the smallest useful training set.

Resource-Efficient and Effective Code Summarization

FORGE 2025 · Second author

Shows code summarization can be done accurately with far less compute.

SIPS, IPPS, or Oops! An Analysis of the Security and Privacy of DNS Service Discovery

USENIX Security 2024 · First author

Found real privacy leaks in how devices announce themselves on local networks.