LoRA-as-an-Attack! Piercing LLM Safety Under The Share-and-Play Scenario
https://arxiv.org/html/2403.00108v1

LoRATK: LoRA Once, Backdoor Everywhere in the Share-and-Play Ecosystem
https://arxiv.org/html/2403.00108v2

Attack on LLMs: LoRA Once, Backdoor Everywhere in the Share-and-Play Ecosystem
https://openreview.net/forum?id=0owyEm6FAk

LoBAM: LoRA-Based Backdoor Attack on Model Merging
https://arxiv.org/html/2411.16746v4

Causal-Guided Detoxify Backdoor Attack of Open-Weight LoRA Models
https://arxiv.org/html/2512.19297v1

LoRA-Leak: Membership Inference Attacks Against LoRA Fine-tuned Language Models
https://arxiv.org/html/2507.18302

TrojanStego: Your Language Model Can Secretly Be A Steganographic Privacy Leaking Agent
https://aclanthology.org/2025.emnlp-main.1386.pdf

This Is How Your LLM Gets Compromised
https://www.trendmicro.com/en_us/research/25/i/prevent-llm-compromise.html

How private are your chat adapters? Evaluating the privacy of LoRA fine-tuned large language models with membership inference attacks
https://www.spiedigitallibrary.org/conference-proceedings-of-spie/13476/1347608/How-private-are-your-chat-adapters-Evaluating-the-privacy-of/10.1117/12.3053265.short