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Remark.If we chooseX= [0,1] 3, we can also choose a similar target for Theorem 1 to hold

The total error is |M2(XT )−F(X T )|(39) ≤18[ max 1≤t≤T (|x(t)T v(t)− 1 9 min 1≤s≤T x(s)T x(t)|+|a(t)− 1 9 min 1≤s≤T x(s)T x(t)|)(40) +|(c′ 2)4 −min 1≤t≤T a(t)|](41) ≤ ε 3 + ε 3 + ε 3 (42) ≤ε(43) By this construction we have proven the seco · 2026

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InfoFlow: A Framework for Multi-Layer Transformer Analysis

cs.LG · 2026-05-18 · conditional · novelty 6.0

Multi-layer Transformers achieve better approximation for k-th largest retrieval tasks than single-layer ones, with the InfoFlow framework tracking information propagation to explain the gap.

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  • InfoFlow: A Framework for Multi-Layer Transformer Analysis cs.LG · 2026-05-18 · conditional · none · ref 7

    Multi-layer Transformers achieve better approximation for k-th largest retrieval tasks than single-layer ones, with the InfoFlow framework tracking information propagation to explain the gap.