Latest Articles for Backdoor Attack

Computer Vision and Pattern Recognition The Security Risks of Neural Radiance Fields

Examining the vulnerabilities and potential attacks on NeRF technology.

2025-07-12T14:48:18+00:00 ― 5 min read

Machine Learning Backdoor Attacks in Machine Learning: A Rising Threat

This paper examines backdoor attacks and their implications on machine learning security.

2025-07-10T15:08:30+00:00 ― 6 min read

Cryptography and Security Assessing Clean-Label Physical Backdoor Attacks in DNNs

This study examines the effectiveness of clean-label physical backdoor attacks in deep neural networks.

2025-07-06T03:02:36+00:00 ― 5 min read

Machine Learning Backdoor Attacks in Neural Networks: A New Threat

This article discusses a method for introducing backdoors into neural networks during training.

2025-07-05T04:23:48+00:00 ― 5 min read

Machine Learning Addressing Vulnerabilities in Large Language Models

A look at the weaknesses in LLMs and strategies for improvement.

2025-07-04T16:48:36+00:00 ― 8 min read

Cryptography and Security Emotional Prosody: A Threat to Speaker Identification Systems

Examining how emotional cues can hijack speaker identification technology.

2025-07-03T03:17:06+00:00 ― 6 min read

Cryptography and Security Security Challenges in Diffusion Models

Examining vulnerabilities and defenses in diffusion models for safe content generation.

2025-07-01T14:09:18+00:00 ― 6 min read

Computer Vision and Pattern Recognition Addressing Security Risks in Medical AI Models

New methods expose vulnerabilities in medical models through backdoor attacks.

2025-06-27T20:37:18+00:00 ― 5 min read

Computer Vision and Pattern Recognition Assessing Security in Visual State Space Models Against Backdoor Attacks

This study investigates the vulnerability of VSS models to backdoor attacks.

2025-06-24T09:48:12+00:00 ― 4 min read

Computation and Language New Method Enhances Stealth of Textual Attacks

A novel approach improves the effectiveness of backdoor attacks on NLP models.

2025-06-24T08:29:12+00:00 ― 5 min read

Cryptography and Security New Method of Backdoor Attacks on Neural Networks

This article discusses a method to manipulate neural networks without triggers.

2025-06-24T05:35:24+00:00 ― 6 min read

Sound EmoAttack: A New Threat in Speech Technology

EmoAttack leverages emotional voice conversion to exploit vulnerabilities in speech systems.

2025-06-24T01:59:45+00:00 ― 5 min read

Cryptography and Security The Threat of Backdoor Attacks on Object Detectors

Investigating backdoor attacks and their risks to object detection systems.

2025-06-23T12:36:18+00:00 ― 6 min read

Computer Vision and Pattern Recognition A New Threat: NoiseAttack in Machine Learning

NoiseAttack alters multiple classes in backdoor attacks using subtle noise patterns.

2025-06-18T00:08:54+00:00 ― 6 min read

Cryptography and Security Risks of Backdoor Attacks in Language Models

Learn how hidden triggers can manipulate language models and pose serious risks.

2025-06-17T19:48:12+00:00 ― 6 min read

Cryptography and Security The Vulnerability of Valuable Data in Machine Learning

Examining how important data points attract more security risks in machine learning.

2025-06-16T17:20:18+00:00 ― 5 min read

Cryptography and Security Risks of Backdoor Attacks in AI Models

Study reveals vulnerabilities in AI models due to backdoor attacks.

2025-06-15T23:18:00+00:00 ― 5 min read

Artificial Intelligence Threats of Backdoor Attacks in Multi-Agent Systems

Exploring vulnerabilities of cooperative multi-agent systems to backdoor attacks.

2025-06-12T21:02:24+00:00 ― 5 min read

Cryptography and Security A New Defense Against Backdoor Attacks in Deep Learning

Introducing PAD-FT, a lightweight method to fight backdoor attacks without clean data.

2025-06-10T00:42:18+00:00 ― 6 min read

Artificial Intelligence Advancing Defense Against Backdoor Attacks in Diffusion Models

Introducing PureDiffusion to enhance defense mechanisms against backdoor threats.

2025-06-09T03:38:18+00:00 ― 6 min read

Computer Vision and Pattern Recognition TA-Cleaner: A New Defense Against Attacks on Multimodal Models

Introducing TA-Cleaner, a method to improve multimodal model defenses against data poisoning.

2025-06-04T16:51:24+00:00 ― 7 min read

Computer Vision and Pattern Recognition Addressing Security Risks in Vision Language Models

TrojVLM exposes vulnerabilities in Vision Language Models to backdoor attacks.

2025-06-03T16:22:00+00:00 ― 7 min read

Cryptography and Security The Risks of EEG Manipulation: A Closer Look

New method raises security concerns in EEG systems while highlighting potential protective uses.

2025-06-03T01:13:30+00:00 ― 6 min read

Machine Learning Addressing Backdoor Attacks in Federated Learning

MASA offers a solution to enhance security in Federated Learning systems.

2025-06-02T00:20:24+00:00 ― 4 min read

Cryptography and Security Challenging the Stability of Spiking Neural Networks

Examining vulnerabilities of Spiking Neural Networks through clever attack methods.

2025-05-30T07:59:15+00:00 ― 6 min read

Machine Learning Addressing Backdoor Attacks in Deep Regression Models

Protecting deep regression models from hidden threats is crucial for safety.

2025-05-28T10:05:42+00:00 ― 4 min read

Cryptography and Security ProP: A Simple Solution for Backdoor Attack Detection

ProP offers an effective way to catch backdoor attacks on machine learning models.

2025-05-25T16:11:33+00:00 ― 6 min read

Computation and Language Understanding Backdoor Attacks on Language Models

A new method helps protect language models from harmful backdoor attacks.

2025-05-20T20:28:57+00:00 ― 6 min read

Cryptography and Security Understanding Backdoor Attacks in Language Models

A look into how hidden tricks affect language models and their explanations.

2025-05-18T10:18:40+00:00 ― 7 min read

Machine Learning Protecting Machines from Sneaky Attacks

Discover how to safeguard machines from backdoor attacks in self-supervised learning.

2025-05-08T00:46:40+00:00 ― 6 min read

Cryptography and Security The Risks of Backdoor Attacks in LLM-Driven Hardware Design

Explore how backdoor attacks threaten hardware design using large language models.

2025-05-06T15:50:40+00:00 ― 7 min read

Cryptography and Security Securing Language Models Against Hidden Risks

Research highlights methods to detect backdoor attacks in fine-tuning language models.

2025-05-06T10:46:40+00:00 ― 9 min read

Machine Learning Defending AI from Backdoor Attacks: A New Approach

Learn how PAR helps protect AI models from hidden threats.

2025-04-27T07:02:45+00:00 ― 6 min read

Machine Learning The Hidden Threat of Backdoor Attacks in Machine Learning

Exploring the risks of backdoor attacks in machine learning and their implications.

2025-04-06T09:05:51+00:00 ― 7 min read

Software Engineering Code Generation Under Attack: The Backdoor Threat

Research reveals vulnerabilities in Code Language Models against backdoor attacks.

2025-04-01T10:19:39+00:00 ― 7 min read

Human-Computer Interaction The Hidden Risks of Brain-Computer Interfaces

Understanding the security threats facing brain-computer interfaces today.

2025-03-23T16:52:30+00:00 ― 7 min read

Computer Vision and Pattern Recognition Detecting Sneaky Backdoor Attacks in AI Models

A proactive method using Vision Language Models aims to detect hidden backdoor attacks.

2025-03-21T20:44:15+00:00 ― 7 min read

Cryptography and Security Strengthening Federated Learning Against Sneaky Attacks

A new approach improves security in federated learning by focusing on client-side defenses.

2025-03-13T08:54:09+00:00 ― 6 min read

Human-Computer Interaction The Dark Side of Brain-Computer Interfaces

BCIs offer new possibilities but face serious security threats from backdoor attacks.

2025-03-10T05:28:03+00:00 ― 6 min read

Cryptography and Security Guarding Against Hidden Threats in AI Models

Discovering the dangers of backdoor attacks in diffusion models.

2025-03-07T11:39:45+00:00 ― 7 min read