vLLM before 0.29.0 validates allowed token ids against tokenizer length instead of model output logits width in SamplingParams. validate allowed token ids(). Attackers can supply token IDs above the output vocabulary that pass validation, causing LogitBiasState to corrupt GPU logits state and allow concurrent requests to sample tokens outside their allowlists.