2026 archive
Projects
012026
VETO
A subtle image cloak that disrupts how modern unified editors attend to a protected reference image.
022026
Fighting Fire with Fire
Protected visual questions steer AI assistants toward controlled wrong answers that form a detectable assignment-level fingerprint.
032026
Obliviate
Guidance-based concept erasure for autoregressive image generators, trained across complete visual-token trajectories.
042026
GEM
A geometric training objective that removes targeted concepts from rectified-flow generators while protecting benign behavior.
052026
Token by Token
Backdoor attacks that use ordinary text triggers to jointly manipulate image and language generation in unified autoregressive models.
062026
Erased but Not Forgotten
A stress test showing how a hidden trigger can survive concept erasure and restore access to supposedly removed content.