Research map / Probabilistic and scientific modeling / Variational and generative sampling
Batch Stationary Distribution Estimation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use VPM instead of the model-based transition estimator | stationary queue-length estimation · Geo/Geo/1 queue | log KL divergence | Helped |
| Use VPM to reweight samples from Euler-Maruyama | Ornstein-Uhlenbeck process · SDE stationary-distribution estimation | log MMD | Helped |
| Use VPM to reweight transition data rather than the model-based transition estimator | post-processing MCMC · 2gauss, funnel, kidney, banana | MMD | Helped |
| Use behavior-agnostic VPM instead of the evaluated baselines | off-policy evaluation · Taxi, Reacher, HalfCheetah, Ant | log MSE | Helped |
Closest papers by meaning
- Continuously Tempered PDMP samplers (NeurIPS 2022 · similarity 0.85)
- GenDICE: Generalized Offline Estimation of Stationary Values (ICLR 2020 · similarity 0.85)
- Fast Mixing Markov Chains for Strongly Rayleigh Measures, DPPs, and Constrained Sampling (NeurIPS 2016 · similarity 0.85)
- Chain of Log-Concave Markov Chains (ICLR 2024 · similarity 0.84)
- Doob's Lagrangian: A Sample-Efficient Variational Approach to Transition Path Sampling (NeurIPS 2024 · similarity 0.84)
- Multi-Marginal Couplings for Metropolis--Hastings (NeurIPS 2026 · similarity 0.84)
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