Xu Zhang

Deterministic dependency graphs severely misalign with stochastic residual structures in decoupled diffusion forecasters, but dynamically sparsifying edges via residual uncertainty estimation eliminates redundant conditioning and repairs calibration.

Achieving a 2.37% boost in Union accuracy over the best baseline, Robust CurveMoE reveals a new paradigm for balancing adversarial defenses across multiple norm constraints.