Chatgpt as an attack tool: Stealthy textual backdoor attack via blackbox generative model trigger
Textual backdoor attacks pose a practical threat to existing systems, as they can
compromise the model by inserting imperceptible triggers into inputs and manipulating …
compromise the model by inserting imperceptible triggers into inputs and manipulating …
Defending against weight-poisoning backdoor attacks for parameter-efficient fine-tuning
Recently, various parameter-efficient fine-tuning (PEFT) strategies for application to
language models have been proposed and successfully implemented. However, this raises …
language models have been proposed and successfully implemented. However, this raises …
Backdoor attacks and countermeasures in natural language processing models: A comprehensive security review
Deep Neural Networks (DNNs) have led to unprecedented progress in various natural
language processing (NLP) tasks. Owing to limited data and computation resources, using …
language processing (NLP) tasks. Owing to limited data and computation resources, using …
Securing Multi-turn Conversational Language Models Against Distributed Backdoor Triggers
The security of multi-turn conversational large language models (LLMs) is understudied
despite it being one of the most popular LLM utilization. Specifically, LLMs are vulnerable to …
despite it being one of the most popular LLM utilization. Specifically, LLMs are vulnerable to …
Combating Security and Privacy Issues in the Era of Large Language Models
This tutorial seeks to provide a systematic summary of risks and vulnerabilities in security,
privacy and copyright aspects of large language models (LLMs), and most recent solutions …
privacy and copyright aspects of large language models (LLMs), and most recent solutions …
[PDF][PDF] DESIGNING FOR RELIABILITY: ALGORITHMIC AND APPLIED PERSPECTIVES ON TRUSTWORTHY ARTIFICIAL INTELLIGENCE
YAO QIANG - 2024 - dongxiaozhu.github.io
Transformers have advanced the state-of-the-art on a variety of natural language processing
tasks [255, 70] and see increasing popularity in the field of computer vision [74, 157]. The …
tasks [255, 70] and see increasing popularity in the field of computer vision [74, 157]. The …