adversarial

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

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

“"Claude is genuinely impressive, but the gap between 'looks right' and 'actually right' is bigger than I expected."”

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

“Exploratory results demonstrated that ConvNeXt-Tiny achieved the highest performance, attaining a 96.88% accuracy on the test”

“The research focuses on LLM-driven feature-level adversarial attacks.”

“The article likely discusses adversarial attacks and obfuscation techniques.”

“The paper focuses on time-efficient evaluation and enhancement.”

“The article's context indicates it's a research paper from ArXiv, implying a focus on novel findings.”

“Adversarial training is utilized to enhance user simulation for dialogue optimization.”

“The paper focuses on adversarial attacks against RF-based drone detectors.”

“N/A”

“The article uses resume screening as a case study for analyzing adversarial vulnerabilities.”

“The paper focuses on multi-layer confidence scoring for identifying out-of-distribution samples, adversarial attacks, and in-distribution misclassifications.”

“The paper focuses on generalizable and robust medical reasoning.”

“The research is sourced from ArXiv, suggesting a pre-publication or early-stage development of the jailbreaking method.”

“The study focuses on vulnerabilities at the class and concept levels.”

“The research focuses on adversarial imitation learning from synthetic demonstrations via diffusion models.”

“The research focuses on jailbreaking LLMs via human-like psychological manipulation.”

“The research focuses on bridging the gap between simulation and reality in subsurface radar-based sensing.”

“The study is sourced from ArXiv.”

“The research is published on ArXiv.”

“The paper focuses on Confusion-Driven Adversarial Attention Learning in Transformers.”

“The research focuses on auditing soft prompt attacks against ESM-based variant predictors.”

“An open-source testbed is provided for evaluating adversarial robustness.”

“The paper focuses on enhancing LLM reasoning with adversarial reinforcement learning.”

“The research likely focuses on the use of a 'single hub text' to influence metric scores.”

“The paper focuses on closed-loop evaluation in real-world scenarios.”

“The study explores the use of Portuguese poetry in adversarial attacks.”

“The research is published on ArXiv, indicating it is likely a pre-print of a peer-reviewed publication.”