AVSD separates cross-view consensus from privileged residuals in multi-view self-distillation to adaptively supervise reasoning models, improving math and code benchmarks over single-view methods and GRPO.
An oscillatory spiking neural network uses time-delayed synchronization to coordinate distributed neural spiking and achieve efficient brain-inspired information processing.