BYOD Enables Parameter-Efficient AR-to-DLM Conversion via LoRA

BYOD is a LoRA-only recipe that converts autoregressive models like Llama 3.1 8B and Gemma 2 9B into diffusion language models. The process requires only 4.1-5.8% additional parameters and can be completed in under 4 hours on a single consumer GPU.