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Red-Teaming Multi-Agent Attacks for Loss-of-Control Risks

arXiv:2610.24052v1 Announce Type: new Abstract: AI agents are growing more capable and persistent, and are being deployed in ever larger numbers. As more start collaborating, AI control measures must...

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ToolRosetta: Surface-Form Invariance of Tool-Call Guards

arXiv:2610.24055v1 Announce Type: new Abstract: Step-level guards for tool-using agents are evaluated on tidy JSON tool calls, but deployed coding agents act through execute_bash and execute_code tools...

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Under the Skin: Backdoor Infection in Multimodal Large Language Models

arXiv:2610.24058v1 Announce Type: new Abstract: Multimodal Large Language Models (MLLMs) have achieved impressive performance in generating text conditioned on inputs from different modalities. In this...

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Recording-Aware Evaluation of Multimodal OT Intrusion Detection

arXiv:2610.24128v1 Announce Type: new Abstract: Machine-learning-based intrusion detection systems (IDSs) for operational technology (OT) are commonly evaluated on benchmark datasets in which normal...

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Automated Rule Mutation for Emerging Attack Variants using...

arXiv:2610.24162v1 Announce Type: new Abstract: Detection rules are typically crafted based on specific observations of an attack. While these rules are effective for particular attack instances, their...

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SPIDES: Information-Flow Control for Browser Agents

arXiv:2610.24277v1 Announce Type: new Abstract: Browser agents automate complex workflows by reading and acting on arbitrary page content, but this flexibility exposes them to prompt injection attacks...

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Empirical Analysis of TEE-Enabled Rollup Designs

arXiv:2610.24284v1 Announce Type: new Abstract: Layer 2 (L2) rollups have become the dominant scaling solution in Ethereum. At the core of these systems lies the rollup sequencer, a component that...

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Unbounded Losses, Unchecked Inputs: Measuring the Safeguards of LLM...

arXiv:2610.24289v1 Announce Type: new Abstract: Large language model (LLM) agents now place options orders at retail brokers, and developers publish open-source options agents faster than anyone has...

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RATION: Towards Quantitative Risk-Based Access Control for AI Agents

arXiv:2610.24311v1 Announce Type: new Abstract: AI agents increasingly interact with external environments to complete complex user tasks. These interactions can lead to unexpected behavior and expose...

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Can Agents Keep Secrets They Were Never Told? Benchmarking Latent Privacy...

arXiv:2610.24359v1 Announce Type: new Abstract: To support sustained interactions and personalized assistance, agents use long-term memory to retain and combine user information across sessions....

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Defending Against Dormant Poisoning Attacks Across Language and Multimodal...

arXiv:2610.24379v1 Announce Type: new Abstract: Recent work shows that attackers can implant dormant malicious behaviors that remain hidden at release but emerge after benign fine-tuning. As foundation...

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Narratives Mislead: An Empirical Study of How LLMs Misjudge CVSS Severity in...

arXiv:2610.24623v1 Announce Type: new Abstract: Bug bounty platforms receive vulnerability reports faster than vendors can triage them, and Large Language Models (LLMs) are increasingly considered for...

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SecODD: Adapting the Operational Design Domain from Driving Autonomy to...

arXiv:2610.24741v1 Announce Type: new Abstract: Security operations centers are beginning to delegate detection, triage, and containment to Autonomous Cyber Defense (ACD) agents at execution time....

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Heart Signal (ECG) as Vibration Signature for Human Authentication Using TinyML

arXiv:2610.24761v1 Announce Type: new Abstract: Ensuring data security in the era of Artificial Intelligence (AI) and deepfake technology requires robust biometric systems. Conventional methods such as...

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LLM Trojans that Increase Response Lengths and Cost

arXiv:2610.24784v1 Announce Type: new Abstract: Management of the token-based costs of using LLMs has emerged as a significant problem. Some frontier-model providers charge five times per response...

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From Trust Scores to Driver Decisions: An Abstaining Evidential Decision...

arXiv:2610.24810v1 Announce Type: new Abstract: Trust management in vehicular ad hoc networks is highly active, yet the decision that a driver needs, whether a reported event is real, has received far...

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Consistency Is the Attack Surface: Detecting Coordinated Retrieval Poisoning...

arXiv:2610.24834v1 Announce Type: new Abstract: Consistency-based defenses for retrieval-augmented generation (RAG) rest on an assumption that a sparse adversary breaks: a poisoning campaign may modify...

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The Missing Compliance Class: LLM Graders That Collapse Jailbreak Success,...

arXiv:2610.24872v1 Announce Type: new Abstract: Jailbreak papers report an attack success rate, the share of responses that deliver the harmful request, and read it as a property of the target model....

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Peer Pressure: Execution-Verified Co-Evolution of Attacker and Defender...

arXiv:2610.24896v1 Announce Type: new Abstract: LLM code agents increasingly ship code with little oversight, yet defenders trained on static vulnerability datasets fall behind adapting adversaries. We...

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CAT-RAG: Improving Secure Code Generation with Category-Aware Agentic Retrieval

arXiv:2610.24907v1 Announce Type: new Abstract: Despite rapid progress in LLM-based code generation, security vulnerabilities remain widespread, and retrieval-augmented code generation (RACG) can...

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