Xingbo Dong

Re-encoding a compact set of distilled synthetic images during test-time adaptation dynamically realigns source anchors with shifting model weights, eliminating both catastrophic forgetting and pseudo-label drift under severe distribution shifts.

Pure semantic similarity is insufficient for multi-user agent privacy, but pre-filtering retrieval candidate pools with physical biometrics creates an effective 27% performance barrier against non-owner data access.

Shared KV caches inherently leak private context when gated by semantic relevance alone, but binding biometric probes directly to cache blocks caps unauthorized memory access below 2% without sacrificing sub-30-token prefill speeds.

The first publicly available dataset for early pregnancy fetal ultrasound screening could revolutionize automated diagnostics and standardization in prenatal care.

Breaching one robustness-optimized defense can expose an entire family of defenses, with purification methods showing an alarming 80.4% transfer attack success rate.

Event cameras can now achieve surprisingly high face recognition accuracy, even under poor lighting, by transferring knowledge from standard RGB face models.