Langevin Dynamics Sampling on General convex potential
1Sample ComplexityULMC
Evaluation results
| Method | Links | |
|---|---|---|
| ULMCDynamics=ULD, Discretization=ULMC, Metric=KL, Dim.-free?=true, Reference=Ours2026.03 | 1 | |
| RMDDynamics=ULD, Discretization=RMD, Metric=KL, Dim.-free?=true, Reference=Ours2026.03 | 1 | |
| LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Cheng and Bartlett (2018)2026.03 | 2 | |
| LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Durmus et al. (2019)2026.03 | 2 | |
| LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Altschuler and Chewi (2024b)2026.03 | 2 | |
| ULMCDynamics=ULD, Discretization=ULMC, Metric=KL, Dim.-free?=false, Reference=Altschuler et al. (2025)2026.03 | 3 | |
| RMDDynamics=OLD, Discretization=RMD, Metric=KL, Dim.-free?=false, Reference=Altschuler and Chewi (2024b)2026.03 | 4 | |
| RMDDynamics=ULD, Discretization=RMD, Metric=KL, Dim.-free?=false, Reference=Altschuler et al. (2025)2026.03 | 5 |