Energy Based Models

$$$$p_theta(x) == exp(- E_theta(x))/Z(theta)

Energy Based Models

$$$$(dx log(p_theta(x)))/(dx theta) == E_p_theta(x__deriv) * (dx

E_theta(x__deriv))/(dx theta) - (dx E_theta(x))/(dx theta)

Energy Based Models

$$$$x_0 ~ p_(0 *x), x_(i + 1) == x_i - alpha/2 * (dx E_theta(x_i)

)/(dx theta) + epsilon, epsilon ~ N(0, alpha)

Energy Based Models

$$$$p_theta(x) == exp(- E_theta(x))/Z(theta)

Energy Based Models

$$$$(dx log(p_theta(x)))/(dx theta) == E_p_theta(x__deriv) * (dx

E_theta(x__deriv))/(dx theta) - (dx E_theta(x))/(dx theta)

Energy Based Models

$$$$x_0 ~ p_(0 *x), x_(i + 1) == x_i - alpha/2 * (dx E_theta(x_i)

)/(dx theta) + epsilon, epsilon ~ N(0, alpha)