2 papers
cs.AI2026
DeepContext: Stateful Real-Time Detection of Multi-Turn Adversarial Intent Drift in LLMs
Justin Albrethsen, Yash Datta, Kunal Kumar +1
While Large Language Model (LLM) capabilities have scaled, safety guardrails remain largely stateless, treating multi-turn dialogues as a series of disconnected events. This lack o…
cs.LG2025
JavelinGuard: Low-Cost Transformer Architectures for LLM Security
Yash Datta, Sharath Rajasekar
We present JavelinGuard, a suite of low-cost, high-performance model architectures designed for detecting malicious intent in Large Language Model (LLM) interactions, optimized spe…