activity
20242026
collaborators

5 papers

cs.AI2026

Llama-3.1-FoundationAI-SecurityLLM-Reasoning-8B Technical Report

Zhuoran Yang, Ed Li, Jianliang He +18

We present Foundation-Sec-8B-Reasoning, the first open-source native reasoning model for cybersecurity. Built upon our previously released Foundation-Sec-8B base model (derived fro…

cs.AI2025

Think Before You Retrieve: Learning Test-Time Adaptive Search with Small Language Models

Supriti Vijay, Aman Priyanshu, Anu Vellore +2

Effective information retrieval requires reasoning over partial evidence and refining strategies as information emerges. Yet current approaches fall short: neural retrievers lack r…

cs.CR2025

Llama-3.1-FoundationAI-SecurityLLM-8B-Instruct Technical Report

Sajana Weerawardhena, Paul Kassianik, Blaine Nelson +14

Large language models (LLMs) have shown remarkable success across many domains, yet their integration into cybersecurity applications remains limited due to a lack of general-purpo…

cs.CR2025

Llama-3.1-FoundationAI-SecurityLLM-Base-8B Technical Report

Paul Kassianik, Baturay Saglam, Alexander Chen +15

As transformer-based large language models (LLMs) increasingly permeate society, they have revolutionized domains such as software engineering, creative writing, and digital arts.…

cs.LG2024

Extracting Memorized Training Data via Decomposition

Ellen Su, Anu Vellore, Amy Chang +4

The widespread use of Large Language Models (LLMs) in society creates new information security challenges for developers, organizations, and end-users alike. LLMs are trained on la…