ctKV = WDKVht
KV = 2 b s nh dh L p
dXt = μt dt + Lt dWt
f* = (μ − r) / σ2
Σ vi = λi vi
𝔼[min((L − A)+, B − A)]
Attention(Q,K,V) = softmax(QK⊤/√dk)V
softmax(x)i = exi−m / Σj exj−m
Φ( ( Φ−1(p) + √ρ Φ−1(q) ) / √(1 − ρ) )
MFU = 6ND / (T · Ppeak)
θ ← θ − η ∇θℒ
ESα = 𝔼[ L | L ≥ VaRα ]
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