“From airports to secure facilities, drone incidents expose a security gap where AI detection alone falls short.”

“By guiding LLMs with case-augmented reasoning instead of extensive code-like safety rules, we avoid rigid adherence to narrowly enumerated rules and enable broader adaptability.”

“A specific quote cannot be provided as the article's content is missing. This space is left blank.”

“Given the limited information, a direct quote is unavailable. This is an analysis of a news item. Therefore, this section will discuss the importance of monitoring AI's influence in the digital space.”

“A small number of samples can poison LLMs of any size.”

“By selectively flipping a fraction of samples from...”

“While security for text-based LLMs is an active area of research, existing solutions are often insufficient to address the unique threats for the embodied robotic agents, where malicious outputs manifest not merely as harmful text but as dangerous physical actions.”

“This paper introduces an Information-Obfuscation Reversible Adversarial Example (IO-RAE) framework, the pioneering method designed to safeguard audio privacy using reversible adversarial examples.”

“DoorDash seems to have confirmed a viral story about a driver using an AI-generated photo to lie about making a delivery.”

“The chatbot was vulnerable to prompt injection attacks, allowing access to internal system information and potentially customer data.”

“"There's no real discussion here, it's just a bunch of people coming in to insult others."”

“In this tutorial, we build an advanced red-team evaluation harness using Strands Agents to stress-test a tool-using AI system against prompt-injection and tool-misuse attacks.”

“RCS traces acceptance probability to tolerate extreme adversarial behaviors, improving robustness. RCS also eliminates the need for abstention entirely.”

“The proposed method successfully created adversarial examples that lead to depth misestimations, resulting in parts of objects disappearing from the target scene.”

“HeteroHBA consistently achieves higher attack success than prior backdoor baselines with comparable or smaller impact on clean accuracy.”

“CPR achieves an F1 score of 0.632 under SAP attacks, surpassing Median Smoothing (0.541 F1) by 9.1%.”

“Attacks are highly domain-dependent (airline support is most exploitable) and technique-dependent (payload splitting is most consistently effective).”

“SourceRank cannot be reliably used to discriminate between benign and malicious packages in real-world scenarios.”

“The paper states that RAGPart and RAGMask consistently reduce attack success rates while preserving utility under benign conditions.”

“The framework incorporates a Salient Region Selection module and a Jacobian Vector Product Guidance mechanism to generate physically plausible adversarial objects.”

“Nearly all evaluated jailbreak techniques can be detected by at least one safety filter.”

“Out-of-distribution prompts can manipulate the routing strategy such that all tokens are consistently routed to the same set of top-$k$ experts, which creates computational bottlenecks.”

“Even minor prompt modifications, such as the substitution or insertion of a single word, can cause substantial degradation in semantic fidelity and temporal dynamics, highlighting critical vulnerabilities in current T2V diffusion models.”

“The paper's core contribution is "DivQAT, a novel algorithm to train quantized CNNs based on Quantization Aware Training (QAT) aiming to enhance their robustness against extraction attacks."”

“The paper demonstrates consistently high attack success rates with minimal perceptual distortion, revealing a critical and previously underexplored attack surface at the encoder level of multimodal systems.”

“Error detection capability strongly predicts overall robustness (rho=-0.817, p=0.007), indicating this is the critical bottleneck.”

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“The results show that attention-based adversarial examples lead to measurable drops in evaluation performance while remaining semantically similar to the original inputs.”

“The paper establishes upper bounds on the suboptimality gap in both offline and online settings for private and robust alignment.”

“Prompt injection induces substantial changes in review scores and accept/reject decisions for English, Japanese, and Chinese injections, while Arabic injections produce little to no effect.”

“This survey aims to classify recent power side-channel attacks and provide a comprehensive comparison based on application-specific considerations.”

“XGBoost reaches 99.59% accuracy with microsecond-level inference using an augmented and LLM-filtered dataset.”

“The paper suggests a Cross-Agent Multimodal Provenance-Aware Defense Framework whereby all the prompts, either user-generated or produced by upstream agents, are sanitized and all the outputs generated by an LLM are verified independently before being sent to downstream nodes.”

“The paper proposes a higher-order argumentation framework with supports ($HAFS$), which explicitly allows attacks and supports to act as both targets and sources of interactions.”

“Experimental outcomes indicate better detection accuracy, shorter mitigation latency and reasonable build-time overhead than rule-based, provenance only and RL only baselines.”

“The RL-GOAL attacker achieves higher mean OGF (up to 2.81 +/- 1.38) across victims, demonstrating its effectiveness.”

“RobustMask successfully certifies over 20% of candidate documents within the top-10 ranking positions against adversarial perturbations affecting up to 30% of their content.”

“"a widespread breach" of Ubisoft's game Rainbow Six Siege "that left various players with billions of in-game credits, ultra-rare skins of weapons, and banned accounts."”

“EquaCode achieves an average success rate of 91.19% on the GPT series and 98.65% across 3 state-of-the-art LLMs, all with only a single query.”

“The paper identifies unreported threats including commercial LLM API model stealing, parameter memorization leakage, and preference-guided text-only jailbreaks.”

“Agents are susceptible to prompt injection in 25% of tasks on average (13% for GPT-5 to 43% for DeepSeek-R1).”

“even if the system is doing the right thing, the way it communicates about threats can become the threat itself.”

“Dark patterns successfully steer agent trajectories towards malicious outcomes in over 70% of tested generated and real-world tasks.”

“Resilient systems must anticipate disruption, maintain critical functions under attack, recover efficiently, and learn continuously.”

“Existing methods achieve strong erasure performance against text prompts but largely fail under learned embeddings and inverted latents, with Concept Reproduction Rate (CRR) exceeding 90% in the white-box setting.”

“The source is ArXiv, indicating this is a pre-print or published research paper.”

“The article doesn't contain a direct quote.”

“Ubisoft says it intentionally shut down Rainbow Six Siege and its in-game Marketplace to resolve an “incident”; reports say hackers breached internal systems.”

“For more than a decade, dozens of journalists and human rights activists have been targeted and hacked by governments all over the world.”

“Specializing a small model for a single task often yields better results than using a massive, general-purpose one.”