Model DoS

Denial-of-Service Poisoning Attacks against Large Language Models

Authors: Kuofeng Gao, Tianyu Pang, Chao Du, Yong Yang, Shu-Tao Xia, Min Lin | Published: 2024-10-14
Prompt Injection
Model DoS
Resource Scarcity Issues

LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks

Authors: Qingzhao Zhang, Ziyang Xiong, Z. Morley Mao | Published: 2024-10-03 | Updated: 2025-04-09
Prompt Injection
Model DoS

Inducing High Energy-Latency of Large Vision-Language Models with Verbose Images

Authors: Kuofeng Gao, Yang Bai, Jindong Gu, Shu-Tao Xia, Philip Torr, Zhifeng Li, Wei Liu | Published: 2024-01-20 | Updated: 2024-03-22
Model DoS
Model Evaluation
Resource Scarcity Issues

NICGSlowDown: Evaluating the Efficiency Robustness of Neural Image Caption Generation Models

Authors: Simin Chen, Zihe Song, Mirazul Haque, Cong Liu, Wei Yang | Published: 2022-03-29
Model DoS
Adversarial Example
Adversarial Learning

IDSGAN: Generative Adversarial Networks for Attack Generation against Intrusion Detection

Authors: Zilong Lin, Yong Shi, Zhi Xue | Published: 2018-09-06 | Updated: 2022-05-08
Model DoS
Performance Evaluation
Adversarial Learning

Machine Learning DDoS Detection for Consumer Internet of Things Devices

Authors: Rohan Doshi, Noah Apthorpe, Nick Feamster | Published: 2018-04-11
Model DoS
IoT Threat Detection in Home Routers
Anomaly Detection Method