Hossein Khalili

InViStream effectively eliminates the risk of private content reappearing in 3D reconstructions, achieving high accuracy while maintaining real-time performance.

Achieving up to a 35% reduction in prompt inversion attack success, this framework redefines privacy-utility tradeoffs in collaborative LLM inference.