Unverified50% confidenceFactExact time
The tree depth of ZHA can grow iteratively, and the total cost of routing and final attention is sublinear relative to sequence length, yielding an overall sub-quadratic but superlinear scaling curve.
1
Sources
50%
Confidence
Long-term
Relevance
11/2/2026
First Seen
Sources
Related Entities
Related Claims
Unverified委派层级对应任务分解树深度，叶节点数量理论上界为N^L呈指数级增长，token消耗同等级数膨胀64% similarUnverifiedThe computational cost of ultra-long context models grows non-linearly with context length.63% similarUnverifiedStandard attention's computation grows quadratically with sequence length, whereas the low-rank bottleneck decomposes the transformation into two steps: first compressing to r dimensions and then expanding.62% similarUnverifiedThe advantage of the Z-score in cost anomaly detection is that it is adaptive and requires no manually set fixed amount; the limitation is that it is sensitive to trends and periodicity, and if costs rise steadily it needs to be combined with a sliding window or seasonal decomposition, otherwise it easily produces false alarms.59% similarUnverifiedIn width scaling, the larger the width, the higher the probability of finding the correct path, but the computational cost also grows linearly.59% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1125733API
curl https://kongchang.com/api/v1/knowledge/claims/1125733MCP
get_claim(id=1125733)