Why Taylor Sheridan Ended His Greatest Western Series After Only One Season

Though the original Yellowstone series has finished, the world of the show is growing with new spinoffs, like Marshals. The first of these was 1883, a gritty miniseries that tells the story of how the Dutton family first acquired the land that would eventually become the Yellowstone ranch.







![Soft Q-learning, when employing a Gaussian policy with standard deviation [latex]\sigma_{\pi} = 0.1[/latex], demonstrates that a standard negative entropy term encourages policy improvement to select out-of-distribution actions, while a sigmoid-bounded entropy function constrains this effect, establishing a more well-defined action space and clearer region of high Q-values for maximization-particularly when sampled actions remain within [latex]1.5\sigma_{\pi}[/latex] of the mean.](https://arxiv.org/html/2601.15761v1/figures/draw_entropy_concept_4_compare_Q_H_Z.png)
