Unroll, then walk the same graph backwards

∂ℒ/∂θ = ∑k ∂ℒk/∂θ
① the graphone unroll, two directions
② one step back∂ℓk/∂hk + gk+1Jk+1
③ the chain
④ onto θ
sequence length
phase