markov process

Detecting Emotional Dynamic Trajectories: An Evaluation Framework for Emotional Support in Language Models AAAI 2026 Markovian Scale Prediction: A New Era of Visual Autoregressive Generation CVPR 2026 Poisson–Gamma Modeling of Inter-Relational Dependencies in Dynamic Knowledge Graphs UAI 2026 Generator Matching: Generative modeling with arbitrary Markov processes ICLR 2025 Linear cost and exponentially convergent approximation of Gaussian Matérn processes on intervals JMLR 2025 Sample Complexity of Branch-length Estimation by Maximum Likelihood ICML 2025 An Analysis of Tokenization: Transformers under Markov Data NeurIPS 2024 Latent Representation and Simulation of Markov Processes via Time-Lagged Information Bottleneck ICLR 2024 Risk Estimation in a Markov Cost Process: Lower and Upper Bounds ICML 2024 Transformers on Markov data: Constant depth suffices NeurIPS 2024 Blackout Diffusion: Generative Diffusion Models in Discrete-State Spaces ICML 2023 Deep Stochastic Processes via Functional Markov Transition Operators NeurIPS 2023 SONGs: Self-Organizing Neural Graphs WACV 2023 Analysis of Stochastic Processes through Replay Buffers ICML 2022 Conjugated Discrete Distributions for Distributional Reinforcement Learning AAAI 2022 Learning To Affiliate: Mutual Centralized Learning for Few-Shot Classification CVPR 2022 Reconstruction on Trees and Low-Degree Polynomials NeurIPS 2022 Bayesian nonparametric model for arbitrary cubic partitioning ACML 2021 DMCP: Differentiable Markov Channel Pruning for Neural Networks CVPR 2020 Minimax-Optimal Off-Policy Evaluation with Linear Function Approximation ICML 2020 A Kernel Theory of Modern Data Augmentation ICML 2019 Integrating Markov processes with structural causal modeling enables counterfactual inference in complex systems NeurIPS 2019 Learning low-dimensional state embeddings and metastable clusters from time series data NeurIPS 2019 State Aggregation Learning from Markov Transition Data NeurIPS 2019 Dependent Relational Gamma Process Models for Longitudinal Networks ICML 2018