Unverified50% confidenceFactExact time
Under the premise that cryptographic assumptions hold, these hidden capabilities remain provably difficult to elicit and interpret even when an adversary has full access to the model weights.
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50%
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Long-term
Relevance
10/12/2026
First Seen
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Related Claims
UnverifiedThe (ε,δ) guarantee is essentially a probabilistic bound on privacy loss, but does not directly tell us how much raw data an attacker can reconstruct from the model.77% similarUnverifiedSecurity through obscurity violates Kerckhoffs's principle, placing the hope of protection on attackers not knowing internal details.76% similarUnverifiedThe encryption layer severs the association between the hidden network and observable representations at the statistical level, making white-box access insufficient to guarantee discovery of hidden capabilities.76% similarUnverified密码学界高度共识认为不存在只允许好人使用的加密后门，任何预留的访问通道都会成为攻击者的潜在入口75% similarUnverified对抗审查机制让另一个模型实例扮演攻击者专门寻找证明漏洞，只有能扛住攻击的证明才被保留75% similar
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