Yun-Tao Qian

Channel-Constrained Information Scheduling for Quantum Diffusion

Information-based diffusion schedules organize the reverse problem by prescribing how much source information remains after each forward step. For mixed-state quantum diffusion, density-level targets need not correspond to trajectories reachable from the current realization. We introduce \emph{channel-constrained infor...

From Recoverability to Functional Use: Certifying Temporal Reports in Time-Series Forecasting