FragToken: Amplifying LLM Inference Costs through Noncanonical Token Generation

As large language model LLM inference becomes increasingly expensive, resource-consumption attacks pose a growing threat to model providers. Existing attacks typically amplify cost by inducing abnormally long or repetitive outputs on attacker-controlled or triggered requests, making them easier t...