# RenderFormer-V2: Neural Rendering with Heterogeneous Scene Primitives > Source: > Published: 2026-09-09 20:30:04+00:00 We present 'RenderFormer-V2', a unified learned transformer-based neural rendering model, complementary to modern physics-based rendering systems, that can handle diverse light-transport effects such as caustics, volumetric scattering, environment lighting, textured and displaced surfaces and out-of