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The input is a multiplayer strategic game defined by utility tensors $(u_p)_{p \in N}$. Player $p$ has actions $1,\dots,D_p$. Let $\pi_p^j$ denote the probability that player $p$ plays action $i$, and let $\mu_p^i$ be the corresponding reduced log-ratio coordinate, with action $D_p$ as reference.

The unilateral deviation utility of player $p$ to action $i$ is

$$U_p^i(\pi_{-p})=\sum_{a_{-p}} u_p(i,a_{-p}) \prod_{q\neq p}\pi_q^{a_q}$$

The derivative with respect to the probability that player $q$ plays action $j$ is

$$\frac{\partial U_p^i}{\partial \pi_q^j}=\mathbf 1_{{p\neq q}} \sum_{a_{-(p,q)}} u_p(i,j,a_{-(p,q)}) \prod_{r\neq p,q}\pi_r^{a_r}$$

Residual

For $i < D_p$

$$F_p^i(\mu, t) = \mu_p^i - t(U_p^i(\pi_{-i}) - U_p^{D_p}(\pi_{-i}))$$

Predictor

The tangent $d\pi, dt$ is obtained from

$$\begin{bmatrix} F_\mu & F_t\\ d\mu_\text{last}' & dt_\text{last} \end{bmatrix} \begin{bmatrix} d\mu\\ dt \end{bmatrix}= \begin{bmatrix} 0\\ 1 \end{bmatrix}$$

giving the prediction

$$\hat{\mu} = \mu + ds d\pi; \hat{t} = t + ds dt$$

Corrector

The corrector solves

$$\begin{cases} F(\mu,t) = 0\\ (\mu-\hat{\mu})'d\mu + (t - \hat{t})dt = 0 \end{cases}$$

with Newton corrections $\mu \gets \mu + d\mu$, $t \gets t + dt$, given by

$$\begin{bmatrix} F_\mu & F_t\\ g_\mu & g_t \end{bmatrix} \begin{bmatrix} d\mu\\ dt \end{bmatrix}= \begin{bmatrix} F\\ g \end{bmatrix}$$