Beyond Softmax and Entropy: Convergence Rates of Policy Gradients with f-SoftArgmax Parameterization & Coupled Regularization accepted at ICLR 2026, and On Global Convergence Rates for Federated Softmax Policy Gradient under Heterogeneous Environments accepted at AISTATS 2026.