Li Liu

SSL-based audio deepfake detectors consistently fail on out-of-distribution attacks because static layer aggregation blinds them to localized spoofing artifacts—a vulnerability resolved here through dynamic, sample-adaptive layer gating and multi-granularity feature fusion.

Deep-space edge AI no longer requires heavy radiation shielding: this bare-die antiferromagnetic processor executes direct analog neural classification at 0.2 fJ per operation while surviving 55 T magnetic fields and 1.5 Mrad radiation doses.