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By the construction of Ut and Z1,T , Z2,T , let j∗ = min t∈J, we have that F(W i,t) =∥w i(j∗)− (−b1)∥2 2 =∥z i(j∗)−(−b 1)∥2

Furthermore, by the fact thatY∩B(−b 1, L) =∅, this further reduces toF(W i,t) = mins∈J ∥wi(t)−(−b 1)∥2 2

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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 1

    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.