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Tool-augmented LLM agents introduce security risks that extend beyond user-input filtering, including indirect prompt injection through fetched content, unsafe tool execution, credential leakage, and tampering with local control files. We…

Cryptography and Security · Computer Science 2026-03-13 Frank Li

Trusted Execution Environments (TEEs) isolate a special space within a device memory that is not accessible to the normal world (also known as the untrusted environment), even when the device is compromised. Therefore, developers can…

Cryptography and Security · Computer Science 2026-03-06 Ruidong Han , Zhou Yang , Chengyan Ma , Ye Liu , Yuqing Niu , Siqi Ma , Debin Gao , David Lo

Control evaluations measure whether monitoring and security protocols for AI systems prevent intentionally subversive AI models from causing harm. Our work presents the first control evaluation performed in an agent environment. We…

Machine Learning · Computer Science 2025-04-15 Aryan Bhatt , Cody Rushing , Adam Kaufman , Tyler Tracy , Vasil Georgiev , David Matolcsi , Akbir Khan , Buck Shlegeris

Searchable encryption (SE) is one of the key enablers for building encrypted databases. It allows a cloud server to search over encrypted data without decryption. Dynamic SE additionally includes data addition and deletion operations to…

Cryptography and Security · Computer Science 2020-04-13 Viet Vo , Shangqi Lai , Xingliang Yuan , Shi-Feng Sun , Surya Nepal , Joseph K. Liu

AI agents that interact with the real world through tool calls pose fundamental safety challenges: agents might leak private information, cause unintended side effects, or be manipulated through prompt injection. To address these…

Artificial Intelligence · Computer Science 2026-05-29 Martin Odersky , Yaoyu Zhao , Yichen Xu , Oliver Bračevac , Cao Nguyen Pham

Trusted execution environments in several existing and upcoming CPUs demonstrate the success of confidential computing, with the caveat that tenants cannot securely use accelerators such as GPUs and FPGAs. In this paper, we reconsider the…

Cryptography and Security · Computer Science 2023-10-26 Supraja Sridhara , Andrin Bertschi , Benedict Schlüter , Mark Kuhne , Fabio Aliberti , Shweta Shinde

An agentic-AI runtime issues tool calls, sends messages, and actuates devices on behalf of an LLM. Catching the four ways an action can diverge from its audit record -- F1 gate-bypass, F2 audit-forgery, silent host failure, F4 wrong-target,…

Cryptography and Security · Computer Science 2026-05-05 Alfredo Metere

Remote Attestation (RA) enables the integrity and authenticity of applications in Trusted Execution Environment (TEE) to be verified. Existing TEE RA designs employ a centralized trust model where they rely on a single provisioned secret…

Cryptography and Security · Computer Science 2024-08-12 Xiaolin Zhang , Kailun Qin , Shipei Qu , Tengfei Wang , Chi Zhang , Dawu Gu

Trusted Execution Environments (TEEs) have been proposed as a solution to protect code confidentiality in scenarios where computation is outsourced to an untrusted operator. We study the resilience of such solutions to side-channel attacks…

Cryptography and Security · Computer Science 2022-12-16 Ivan Puddu , Moritz Schneider , Daniele Lain , Stefano Boschetto , Srdjan Čapkun

Today, machine learning is widely applied in sensitive, security-related, and financially lucrative applications. Model extraction attacks undermine current business models where a model owner sells model access, e.g., via MLaaS APIs.…

Cryptography and Security · Computer Science 2026-04-22 Jonas Sander , Anja Rabich , Nick Mahling , Felix Maurer , Jonah Heller , Qifan Wang , Thomas Eisenbarth , David Oswald

Autonomous agents powered by large language models introduce a class of execution-layer vulnerabilities -- prompt injection, retrieval poisoning, and uncontrolled tool invocation -- that existing guardrails fail to address systematically.…

Cryptography and Security · Computer Science 2026-03-11 Yuxu Ge

Current marketplaces rely on search mechanisms with distributed systems but centralized governance, making them vulnerable to attacks, failures, censorship and biases. While search mechanisms with more decentralized governance (e.g.,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-29 Matthieu Bettinger , Etienne Rivière , Sonia Ben Mokhtar , Anthony Simonet-Boulogne

Micro-controller units (MCUs) implement the de facto interface between the physical and digital worlds. As a consequence, they appear in a variety of sensing/actuation applications, from smart personal spaces to complex industrial control…

Cryptography and Security · Computer Science 2024-07-09 Liam Tyler , Ivan De Oliveira Nunes

Large Language Model (LLM) agents provide powerful automation capabilities, but they also create a substantially broader attack surface than traditional applications due to their tight integration with non-deterministic models and…

Cryptography and Security · Computer Science 2026-05-07 Sina Abdollahi , Mohammad M Maheri , Javad Forough , Amir Al Sadi , Josh Millar , David Kotz , Marios Kogias , Hamed Haddadi

Autonomous AI agents extend large language models into full runtime systems that load skills, ingest external content, maintain memory, plan multi-step actions, and invoke privileged tools. In such systems, security failures rarely remain…

Cryptography and Security · Computer Science 2026-04-28 Yixiang Zhang , Xinhao Deng , Jiaqing Wu , Yue Xiao , Ke Xu , Qi Li

Many modern IoT applications rely on the Constrained Application Protocol (CoAP) because of its efficiency and seamless integrability in the existing Internet infrastructure. One of the strategies that CoAP leverages to achieve these…

Cryptography and Security · Computer Science 2021-03-26 Stefan Hristozov , Manuel Huber , Lei Xu , Jaro Fietz , Marco Liess , Georg Sigl

Internet of Things (IoT) devices sit at the intersection of unwieldy software complexity and unprecedented attacker access. This unique position comes with a daunting security challenge: how can I protect both proprietary code and…

Cryptography and Security · Computer Science 2023-10-26 Prakhar Sah , Matthew Hicks

The landscape of AI coding assistance is undergoing a fundamental shift from complex IDE plugins to versatile, terminal-native agents. Operating directly where developers manage source control, execute builds, and deploy environments,…

Artificial Intelligence · Computer Science 2026-03-16 Nghi D. Q. Bui

Web applications are prime targets for cyberattacks as gateways to critical services and sensitive data. Traditional penetration testing is costly and expertise-intensive, making it difficult to scale with the growing web ecosystem. While…

Cryptography and Security · Computer Science 2025-10-15 Xiaoxue Ren , Penghao Jiang , Kaixin Li , Zhiyong Huang , Xiaoning Du , Jiaojiao Jiang , Zhenchang Xing , Jiamou Sun , Terry Yue Zhuo

Since its debut, SGX has been used in many applications, e.g., secure data processing. However, previous systems usually assume a trusted enclave and ignore the security issues caused by an untrusted enclave. For instance, a vulnerable (or…

Cryptography and Security · Computer Science 2020-10-26 Yuan Chen , Jiaqi Li , Guorui Xu , Yajin Zhou , Zhi Wang , Cong Wang , Kui Ren