Using GPT-4 with HPTSA method to autonomously hack zero-day security flaws

Overall architecture diagram of HPTSA. We have other task-specific, expert agents beyond the ones in the diagram. Credit: arXiv (2024). DOI: 10.48550/arxiv.2406.01637 A team of computer scientists at the University of Illinois Urbana-Champaign has found that hacking zero-day security flaws using the hierarchical planning with task-specific agents (HPTSA) method is far more efficient than using […]

Scientists uncover quantum-inspired vulnerabilities in neural networks

(A) Illustrates the final training output of the network, highlighting the areas of class prediction. Shaded regions demarcate these areas, with individual point colors indicating the true labels of the corresponding test samples, demonstrating a general alignment between the network’s predictions and actual classifications. In (B), all test samples were subjected to gradient-based attacks, causing […]

A framework to enhance the safety of text-to-image generation networks

Overview of Latent Guard. Firstly, the team compiled a dataset of safe and unsafe prompts centered around blacklisted concepts (left). Then, they leveraged pre-trained textual encoders to extract features and map them to a learned latent space with their Embedding Mapping Layer (center). Only the Embedding Mapping Layer is trained, while all other parameters are […]

Researchers create verification techniques to increase security in AI and image processing

Credit: Pixabay/CC0 Public Domain A team of researchers from the Institute IMDEA Software, Universidad Carlos III de Madrid and NEC Laboratories Europe has introduced a novel framework that promises to improve the efficiency and practicality of verifiable computing. The research, detailed in the paper “Modular Sumcheck Proofs with Applications to Machine Learning and Image Processing” […]

On the trail of deepfakes, researchers identify ‘fingerprints’ of AI-generated video

Credit: AI-generated image In February, OpenAI released videos created by its generative artificial intelligence program Sora. The strikingly realistic content, produced via simple text prompts, is the latest breakthrough for companies demonstrating the capabilities of AI technology. It also raised concerns about generative AI’s potential to enable the creation of misleading and deceiving content on […]

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