Unverified50% confidenceFactExact time
Multi-hop attacks let contamination propagate step by step through several intermediate stages, with a typical chain being "telemetry field contamination → alert summary distortion → incident narrative drift → response strategy misjudgment," and only by tracing back the entire evidence chain can the source anomaly be found.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedModel-generated content flowing back onto the web and being crawled again causes fake statistics to be continually "confirmed" in a loop, forming a positive feedback of corpus contamination.67% similarUnverified抗投毒概念锚定方案中会把概念拉偏的投毒数据隔离,合理的自然变化则顺利通过67% similarUnverifiedPoisoning attacks designed for exact retrieval fail on the approximate HNSW indexes used in production, but the topology attack proposed in "Poisoning the Neighborhood" can exploit the structural bias of approximate indexes themselves and is harder for traditional content-filtering defenses to identify.66% similarUnverifiedThe propagation pattern of phishing attack chains is referred to in network science as Cascading Failure, where each compromised node becomes a new source of propagation, causing the number of victims to spread exponentially.66% similarUnverifiedComposite coupling breaks the chain of provenance, causing conventional investigation methods based on tracing back fine-tuning data and the target behavior to fail, because the true source may be hidden in the intersection of two seemingly unrelated documents.66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1130524API
curl https://kongchang.com/api/v1/knowledge/claims/1130524MCP
get_claim(id=1130524)