2 papers
cs.AI2026
Evaluating Agentic Learning Harness Capabilities Without Labels via the Scaling Hypothesis
Aryan Luthra, Kshitij Jain, Siddharth Arya +2
Agentic "Continual Learning Harnesses", systems that pair an LLM with retrieval or memory to improve from feedback without retraining, have shown growing value in cybersecurity. Bu…
cs.CR2025
Evaluating LLM Generated Detection Rules in Cybersecurity
Anna Bertiger, Bobby Filar, Aryan Luthra +4
LLMs are increasingly pervasive in the security environment, with limited measures of their effectiveness, which limits trust and usefulness to security practitioners. Here, we pre…