Network of Theseus progressively replaces guide network modules with a different target architecture via representational alignment, preserving performance across vastly different deployed architectures.
An adaptive auditing framework using anytime-valid betting tests rigorously evaluates AI failure modes with as few as 20 observations and certifies global robustness upon passing stringent audits.
Sensory prompting cues text-only LLMs to activate vision- or audio-aligned representations, aligning them with specialist encoders without multimodal training.