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Understanding and Mitigating Audio Adversarial Examples


Defending and Detecting Audio Adversarial Example using Frame ...

Machine learning models are vulnerable to adversarial examples generated by adding a deliberately designed perturbation to a benign sample.

Executive Order on the Safe, Secure, and Trustworthy Development ...

(b) Within 270 days of the date of this order, to understand and mitigate AI security risks, the Secretary of Energy, in coordination with the ...

NeurIPS 2024 Schedule

... Adversarial Packets Generation via Diffusion Model · DPIC: Decoupling Prompt ... Examples · Adaptive Visual Scene Understanding: Incremental Scene Graph ...

[p] Did you hear that? Adversarial Examples Against Automatic ...

Notably, in both methods [11,13] the attack sound is not heard by the human at all, while an adversarial example should be recognized by a human ...

GPT-4o System Card | OpenAI

Unauthorized voice generation · Risk Mitigation: We addressed voice generation related-risks by allowing only the preset voices we created in ...

Responsible AI Practices - Google AI

Understanding complex AI models, such as deep neural networks which are ... adversarial security examples. Google invests in research related to all of ...

NeurIPS 2024 Papers

Adaptive Randomized Smoothing: Certifying Multi-Step Defences against Adversarial Examples ... IRCAN: Mitigating Knowledge Conflicts in LLM Generation via ...

Integrating deep learning for visual question answering in ... - Nature

... Adversarial Networks (SRGANs), enhancing image-quality as well. ... There is lack of an interactive system that offer a detailed understanding ...

ICML 2024 Papers

From Vision to Audio and Beyond: A Unified Model for Audio ... Be Your Own Neighborhood: Detecting Adversarial Examples by the Neighborhood Relations Built on ...

Client Insight: Demystifying the EU AI Act - Gunderson Dettmer

Examples include AI systems used in the ... adversarial testing of the model with a view to identifying and mitigating systemic risks; ...

AI Index Report 2024 – Artificial Intelligence Index - Stanford University

... understanding of the complex field of AI. TOP TAKEAWAYS. 1. AI beats humans on some tasks, but not on all. AI has surpassed human performance on several ...

Cybersecurity Courses & Certifications - SANS Institute

A balanced mix of technical topics explained in easy-to-understand ways makes this course appealing to attendees who need to understand the important facets of ...

Accepted Main Conference Papers - ACL 2024

Mitigating Catastrophic Forgetting in Large Language Models with Self ... AIR-Bench: Benchmarking Large Audio-Language Models via Generative Comprehension

Program for MobiCom 2024 - SIGMOBILE

Turbocharge Speech Understanding with Pilot Inference Rongxiang ... WavePurifier: Purifying Audio Adversarial Examples via Hierarchical Diffusion Models

How Bing delivers search results - Microsoft Support

Identifying, measuring, and mitigating Risks ... This process helped us better understand how the system could be exploited by adversarial actors and improve our ...

Generative artificial intelligence - Wikipedia

5.3.1 Audio deepfakes. 5.4 Cybercrime; 5.5 Reliance on industry giants; 5.6 ... understanding of ourselves and a greater integration of our psyche. He ...

arxiv-sanity

... mitigating hallucinations. To address this issue more effectively, we ... understanding tasks, leveraging the robust architectures of Large Language Models (LLMs) ...

Deep Multi-Similarity Hashing with Spatial-Enhanced Learning for ...

... mitigating the effects of redundant and unbalanced pairs. Experimental ... adversarial hash learning model (AHLM) [19]. In addition, Song et al ...

CVPR 2024 Accepted Papers

... Knowledge for Stereo Matching Poster Session 5 & Exhibit Hall. Rui Gong · Weide Liu · ZAIWANG GU · Xulei Yang · Jun Cheng. Arch 4A-E. Understanding and ...

Protecting AI models against audio adversarial attacks - TechTalks

The scenario described at the beginning of the article is called an “adversarial example.” The goal of adversarial examples (aka adversarial ...