Cover Image

LPG: Balancing Efficiency and Policy Reasoning in Latent Policy Guardrails

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Nanxi, Zhao, Zhengyue, Xiao, Chaowei
Format:	Preprint
Published:	2026
Subjects:	Cryptography and Security Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

PRISM: Robust VLM Alignment with Principled Reasoning for Integrated Safety in Multimodality
by: Li, Nanxi, et al.
Published: (2025)

SafeVision: Efficient Image Guardrail with Robust Policy Adherence and Explainability
by: Xu, Peiyang, et al.
Published: (2025)

AutoDAN-Reasoning: Enhancing Strategies Exploration based Jailbreak Attacks with Test-Time Scaling
by: Liu, Xiaogeng, et al.
Published: (2025)

Privacy Policy Enforcement Guardrails for Data-Sensitive Retrieval-Augmented Generation
by: Zafar, Osama, et al.
Published: (2026)

No Free Lunch with Guardrails
by: Kumar, Divyanshu, et al.
Published: (2025)

Provably Secure Agent Guardrail
by: Wu, Benlong, et al.
Published: (2026)

ReasoningBomb: A Stealthy Denial-of-Service Attack by Inducing Pathologically Long Reasoning in Large Reasoning Models
by: Liu, Xiaogeng, et al.
Published: (2026)

OET: Optimization-based prompt injection Evaluation Toolkit
by: Pan, Jinsheng, et al.
Published: (2025)

RePD: Defending Jailbreak Attack through a Retrieval-based Prompt Decomposition Process
by: Wang, Peiran, et al.
Published: (2024)

A Comparative Evaluation of AI Agent Security Guardrails
by: Li, Qi, et al.
Published: (2026)

AgentSys: Secure and Dynamic LLM Agents Through Explicit Hierarchical Memory Management
by: Wen, Ruoyao, et al.
Published: (2026)

Enhancing Guardrails for Safe and Secure Healthcare AI
by: Gangavarapu, Ananya
Published: (2024)

SoK: Evaluating Jailbreak Guardrails for Large Language Models
by: Wang, Xunguang, et al.
Published: (2025)

ARMOR: Aligning Secure and Safe Large Language Models via Meticulous Reasoning
by: Zhao, Zhengyue, et al.
Published: (2025)

Defenses Against Prompt Attacks Learn Surface Heuristics
by: Li, Shawn, et al.
Published: (2026)

JailDAM: Jailbreak Detection with Adaptive Memory for Vision-Language Model
by: Nian, Yi, et al.
Published: (2025)

Doxing via the Lens: Revealing Location-related Privacy Leakage on Multi-modal Large Reasoning Models
by: Luo, Weidi, et al.
Published: (2025)

WIPI: A New Web Threat for LLM-Driven Web Agents
by: Wu, Fangzhou, et al.
Published: (2024)

AdaShield: Safeguarding Multimodal Large Language Models from Structure-based Attack via Adaptive Shield Prompting
by: Wang, Yu, et al.
Published: (2024)

ReasAlign: Reasoning Enhanced Safety Alignment against Prompt Injection Attack
by: Li, Hao, et al.
Published: (2026)

Cognitive Cybersecurity for Artificial Intelligence: Guardrail Engineering with CCS-7
by: Aydin, Yuksel
Published: (2025)

Breaking Guardrails, Facing Walls: Insights on Adversarial AI for Defenders & Researchers
by: Bertollo, Giacomo, et al.
Published: (2025)

Balancing Privacy and Efficiency: Music Information Retrieval via Additive Homomorphic Encryption
by: Wang, William Zerong, et al.
Published: (2025)

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance
by: Wang, Yu, et al.
Published: (2025)

DRIFT: Dynamic Rule-Based Defense with Injection Isolation for Securing LLM Agents
by: Li, Hao, et al.
Published: (2025)

Active Honeypot Guardrail System: Probing and Confirming Multi-Turn LLM Jailbreaks
by: Wu, ChenYu, et al.
Published: (2025)

JPU: Bridging Jailbreak Defense and Unlearning via On-Policy Path Rectification
by: Wang, Xi, et al.
Published: (2026)

On Automating Security Policies with Contemporary LLMs
by: Saura, Pablo Fernández, et al.
Published: (2025)

A New Era in LLM Security: Exploring Security Concerns in Real-World LLM-based Systems
by: Wu, Fangzhou, et al.
Published: (2024)

OneShield -- the Next Generation of LLM Guardrails
by: DeLuca, Chad, et al.
Published: (2025)

How Good LLM-Generated Password Policies Are?
by: Vaidya, Vivek, et al.
Published: (2025)

RAGent: Retrieval-based Access Control Policy Generation
by: Jayasundara, Sakuna Harinda, et al.
Published: (2024)

Architecting Secure AI Agents: Perspectives on System-Level Defenses Against Indirect Prompt Injection Attacks
by: Xiang, Chong, et al.
Published: (2026)

InjecGuard: Benchmarking and Mitigating Over-defense in Prompt Injection Guardrail Models
by: Li, Hao, et al.
Published: (2024)

Improving LLM Reasoning for Vulnerability Detection via Group Relative Policy Optimization
by: Simoni, Marco, et al.
Published: (2025)

Proof-of-Guardrail in AI Agents and What (Not) to Trust from It
by: Jin, Xisen, et al.
Published: (2026)

NeuroFilter: Privacy Guardrails for Conversational LLM Agents
by: Das, Saswat, et al.
Published: (2026)

APEX: Agent Payment Execution with Policy for Autonomous Agent API Access
by: Uddin, Mohd Safwan, et al.
Published: (2026)

AudAgent: Automated Auditing of Privacy Policy Compliance in AI Agents
by: Zheng, Ye, et al.
Published: (2025)

A BERT-based Empirical Study of Privacy Policies' Compliance with GDPR
by: Zhang, Lu, et al.
Published: (2024)