Author

Arslan Basharat

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Preprint Oct 2026

Alignment of Autonomous Cyber Defense Agents via Adaptive Policy Shaping

Cybersecurity operators increasingly encounter sophisticated and fast-paced attacks, making autonomous cyber defense (ACD) a critical approach for supporting timely and effective decision-making. Reinforcement learning (RL)-based ACD agents have the ability to autonomously observe network states and take actions to def...

Dena F. Mujtaba, Bharadwaj Ravichandran, Brian Hu et al. · 0 citations

#natural language process... Review Oct 2026

VISTA: Steering LLMs with Latent User Values Inferred from a Few Survey Answers

Personalizing a language model requires knowing what a person values, which stays largely consistent across tasks. Yet most methods either learn task-specific preferences or place the user's profile in the prompt, where models struggle to act on it. We introduce VISTA (Value-Informed Steering and Targeted Acquisition),...

Yi-Nuo Xu, Jadie Adams, Brian H. Hu et al. · 0 citations