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@@ -71,7 +71,7 @@ $$
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V_{\gamma }^{\pi}(x)&=\mathbb{E}_{\pi}[\sum_{t=0}^{\infty }\gamma^{t}r_{t+1}\mid x_{0}=x]\\
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&=\mathbb{E}_{\pi}[r_{1}+\sum_{t=1}^{\infty}\gamma^{t}r_{t+1}\mid x_{0}=x]\\
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&=\mathbb{E}_{\pi}[r_{1}+\gamma\sum_{t=1}^{\infty}\gamma^{t-1}r_{t+1}\mid x_{0}=x]\\
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-&=\sum _{a\in A}\pi(x,a)\sum_{x{}'\in X}P_{x\rightarrow x{}'}^{a}(R_{x\rightarrow x{}'}^{a}+\gamma \mathbb{E}_{\pi}[\sum_{t=1}^{\infty }\gamma^{t}r_{t+1}\mid x_{0}=x{}'])\\
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+&=\sum _{a\in A}\pi(x,a)\sum_{x{}'\in X}P_{x\rightarrow x{}'}^{a}(R_{x\rightarrow x{}'}^{a}+\gamma \mathbb{E}_{\pi}[\sum_{t=0}^{\infty }\gamma^{t}r_{t+1}\mid x_{0}=x{}'])\\
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&=\sum _{a\in A}\pi(x,a)\sum_{x{}'\in X}P_{x\rightarrow x{}'}^{a}(R_{x\rightarrow x{}'}^{a}+\gamma V_{\gamma }^{\pi}(x{}'))
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\end{aligned}
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$$
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