Merge Now, Regret Later: The Hidden Cost of Model Merging Is Adversarial Transferability

Mauro Conti, Ankit Gangwal, Aaryan Ajay Sharma

Model Merging (MM) has proven to be an effective alternative to multi-task learning, where several fine-tuned models are merged, without access to the tasks' training data, into on…