conftrace_

sequential monte carlo

90 papers

Explore in graph

Also known as

SMC

Co-occurring keywords

bayesian inference (1907) variational inference (2069) markov chain monte carlo (725) particle filter (86) particle filtering (28) state-space model (153) importance sampling (318) probabilistic programming (87) probabilistic inference (312) state space model (390)

Papers

Resource-Rational Noisy-Channel Language Processing: Testing the Effect of Algorithmic Constraints on Inferences EMNLP 2025
Mixtures of Gaussian Process Experts with SMC^2 JMLR 2025
Drift: Enhancing LLM Faithfulness in Rationale Generation via Dual-Reward Probabilistic Inference ACL 2025
Syntactic Control of Language Models by Posterior Inference ACL 2025
Sequential Monte Carlo for Inclusive KL Minimization in Amortized Variational Inference AISTATS 2024
On Feynman-Kac training of partial Bayesian neural networks AISTATS 2024
Inferring stochastic low-rank recurrent neural networks from neural data NIPS 2024
SPO: Sequential Monte Carlo Policy Optimisation NIPS 2024
Discriminator Guidance for Autoregressive Diffusion Models AISTATS 2024
Learning to be Smooth: An End-to-End Differentiable Particle Smoother NIPS 2024
NAS-X: Neural Adaptive Smoothing via Twisting NIPS 2023
Sequential Monte Carlo Learning for Time Series Structure Discovery ICML 2023
Practical and Asymptotically Exact Conditional Sampling in Diffusion Models NIPS 2023
SMCP3: Sequential Monte Carlo with Probabilistic Program Proposals AISTATS 2023
Divide-and-Conquer Fusion JMLR 2023
Efficient Training of Energy-Based Models Using Jarzynski Equality NIPS 2023
Memory Augmented State Space Model for Time Series Forecasting IJCAI 2022
Adapting Neural Models with Sequential Monte Carlo Dropout CORL 2022
Continual Repeated Annealed Flow Transport Monte Carlo ICML 2022
De-Sequentialized Monte Carlo: a parallel-in-time particle smoother JMLR 2022
Estimators of Entropy and Information via Inference in Probabilistic Models AISTATS 2022
Variational Marginal Particle Filters AISTATS 2022
SIXO: Smoothing Inference with Twisted Objectives NIPS 2022
Sequential core-set Monte Carlo UAI 2021
q-Paths: Generalizing the geometric annealing path using power means UAI 2021