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Restore cyber safety after preference tuning without losing helpfulness
Model safety · Cybersecurity
Preference tuning erodes cyber safety, and internal probes restore it
Detect a hidden safety regression, then use internal probes during training to recover protection while preserving benign compliance.
Slim down a robot-control policy without sacrificing task success
Causal model design · Robotics
Build leaner robot policies by tracing the layers that drive action
Find the layers a robot policy uses, simplify its internal interface, and test the leaner design on held-out tasks.
Help a protein model find better drug-binding structures
Model steering · Drug discovery
Find better drug-binding poses for drug discovery by reading a structure model's internals
Use hidden activations to surface promising protein–ligand structures and steer the model to generate more of them.