Unverified50% confidencePredictionExact time
Fixed-weight models (at least as we understand them today) will always have adversarial fragility in their concept space.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
Unverified大模型安全对齐本质上是在有用性与无害性之间寻找动态平衡,护栏过严损害用户体验,过松则留下安全漏洞64% similarUnverified约束理论的核心命题是任何系统在任意时刻都存在至少一个约束(瓶颈),系统整体产出取决于该约束的吞吐量63% similarUnverifiedThe paper provides a theoretical guarantee that, given certain task structure assumptions, the method can provide context-preservation guarantees over unlimited time horizons.62% similarUnverifiedA pragmatic compromise is to maintain the controllability of fixed graphs at the macro process level while introducing limited dynamic delegation capabilities at specific nodes.62% similarUnverifiedDefenses based on known patterns have an inherent lag against new attack variants dynamically generated by agents.61% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1012122API
curl https://kongchang.com/api/v1/knowledge/claims/1012122MCP
get_claim(id=1012122)