Research map / Probabilistic and scientific modeling / Variational and generative sampling
Accelerating the diffusion-based ensemble sampling by non-reversible dynamics
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add skew-symmetric non-reversible interaction (Skew-B/Skew-N/Skew-k) to parallel SGLD | SGLD on Covertype BLR / LDA · LDA ICML holdout perplexity | test perplexity: SGLD 1034.86 vs Skew-B(0.01) 1024.33 | Helped |
| increase interaction strength alpha of skew-symmetric drift (ablation) | Skew-N on Ornstein-Uhlenbeck process · OU energy distance / MMD | convergence vs discretization error | Mixed |
| increase interaction strength alpha in Skew-N (ablation) | Skew-N on Bayesian logistic regression · Covertype test accuracy / LL | convergence speed vs discretization error | Mixed |
| add skew-symmetric interaction to SGLD on Kin8nm BNN regression | SGLD · Kin8nm BNN regression | test RMSE: 6.92 to 6.86 (Skew-N) | Helped |
| use skew-symmetric interaction on SVGD-style ensemble for LDA robustness to alpha (ablation) | proposed skew-symmetric method on LDA · LDA holdout perplexity | test perplexity | No clear effect |
| add skew-symmetric interaction to SGLD on BNN classification (MNIST) | SGLD · MNIST classification | accuracy | No clear effect |
Closest papers by meaning
- Stochastic Gradient Richardson-Romberg Markov Chain Monte Carlo (NeurIPS 2016 · similarity 0.89)
- Aggregated Gradient Langevin Dynamics (AAAI 2020 · similarity 0.89)
- Robust Stochastic Gradient Posterior Sampling with Lattice Based Discretisation (ICML 2026 · similarity 0.89)
- Interacting Contour Stochastic Gradient Langevin Dynamics (ICLR 2022 · similarity 0.89)
- Sequential Controlled Langevin Diffusions (ICLR 2025 · similarity 0.88)
- The Poisson Midpoint Method for Langevin Dynamics: Provably Efficient Discretization for Diffusion Models (NeurIPS 2024 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.