Thrilled to announce our ICML 2026 paper: "Dimension-Independent Convergence of Underdamped Langevin Monte Carlo in KL Divergence" 🎉 We give the first dimension-free KL bounds for discretized underdamped Langevin — depending on tr(H), not the ambient dimension d.