Jipeng Li

Is Noise Conditioning Necessary? A Unified Theory of Unconditional Graph Diffusion Models

Explicit noise-level conditioning is widely regarded as essential for the effective operation of Graph Diffusion Models (GDMs). In this work, we challenge this assumption by investigating whether denoisers can implicitly infer noise levels directly from corrupted graph structures, potentially elimin…