Variational Inference

Active Inference for Micro-Gesture Recognition: EFE-Guided Temporal Sampling and Adaptive Learning CVPR 2026 Anchoring the Affective Manifold: Learning Canonical and Disentangled Representations via Generative Cross-Modal Alignment ACL 2026 BA-GS: Bayesian Adaptive Gaussian Splatting for SFM-Free 3D Reconstruction CVPR 2026 Beyond Euclidean Gossip: KL-Barycentric Consensus on Heterogeneous and Imbalanced Images CVPR 2026 Beyond Mean-Field: Tree-Copula Variational Autoencoders for Structured Latent Dependencies UAI 2026 Disentangling Dynamical Systems: Causal Representation Learning Meets Local Sparse Attention CLeaR 2026 EVIA: Entropic Variational Inference Auto-encoding UAI 2026 Extending Mean-Field Variational Inference via Entropic Regularization: Theory and Computation JMLR 2026 GS^2: Graph-based Spatial Distribution Optimization for Compact 3D Gaussian Splatting CVPR 2026 IF-Prune: Information-Flow Guided Token Pruning for Efficient Vision-Language Models CVPR 2026 Information-Theoretic Decomposition for Multimodal Interaction Learning CVPR 2026 Latent Diffusion Inversion Requires Understanding the Latent Space CVPR 2026 LazyDINO: Fast, Scalable, and Efficiently Amortized Bayesian Inversion via Structure-Exploiting and Surrogate-Driven Measure Transport JMLR 2026 Learning Straight Flows: Variational Flow Matching for Efficient Generation CVPR 2026 Learning to Infer Fast by Attending to Sparse Temporal Observations UAI 2026 LENS: Latent Precision Inference in Multi-LLM Routing UAI 2026 Negative Binomial Variational Autoencoders for Overdispersed Latent Modeling CVPR 2026 Neural Diffusion Intensity Models for Point Process Data UAI 2026 Nonlocal Bayesian Modeling of Continuous Spatio-Temporal Dynamics UAI 2026 Provably Safe Stein Variational Clarity-Aware Informative Planning L4DC 2026 Simulation-based Calibration of Uncertainty Intervals under Approximate Bayesian Estimation JMLR 2026 VA-p: Variational Policy Alignment for Pixel-Aware Autoregressive Generation CVPR 2026 Variational Graph-based Normal Integration CVPR 2026 VaSST: Variational Inference for Symbolic Regression using Soft Symbolic Trees UAI 2026 VENI: Variational Encoder for Natural Illumination CVPR 2026