Probabilistic Modeling

A Distribution Testing Approach to Clustering Distributions COLT 2026 Anomaly detection in time-series via inductive biases in the latent space of conditional normalizing flows UAI 2026 A Polynomial Chaos Framework for Causal Discovery in Nonlinear Uncertain Systems CVPR 2026 Bidirectional Normalizing Flow: From Data to Noise and Back CVPR 2026 Bregman contrastive estimation as a general framework for learning unnormalized models: Efficiency, robustness and optimal noise UAI 2026 BUSSARD: Normalizing Flows for Bijective Universal Scene-Specific Anomalous Relationship Detection CVPR 2026 Causal Discovery in Mixtures of Populations UAI 2026 Credal Concept Bottleneck Models for Epistemic–Aleatoric Uncertainty Decomposition ACL 2026 DS-Compatible Log-Linear Reliability with KL-Prox EM: Monotone Ascent, Identifiability, and Generalization ALT 2026 Efficient KL Divergence Estimation via Truncated Top-K Integration for Large Language Models ACL 2026 Efficient State and Parameter Estimation of Nonlinear State-Space Models through Probabilistic Optimal Control L4DC 2026 Estimating Interventional Outcomes over Time with Causal Normalizing Flow UAI 2026 Estimating Ising Models in Total Variation Distance COLT 2026 Estimating Joint Interventional Distributions from Marginal Interventional Data CLeaR 2026 Event Stream Filtering via Probability Flux Estimation CVPR 2026 Evidential Deep Partial Label Learning to Quantify Disambiguation Uncertainty CVPR 2026 Evidential Transformation Network: Turning Pretrained Models into Evidential Models for Post-hoc Uncertainty Estimation CVPR 2026 Finding the Signal in the Spam: Jointly Learning Rewards and Worker Reliability from Pairwise Comparisons UAI 2026 Fusion of Depth and Semantics for Probabilistic Floorplan Localization CVPR 2026 Gaussian-Mixture Latent Flow for Stochastic 3D Human Motion Prediction CVPR 2026 GraphSynth: Resolving the Diversity-Reliability Trade-off with Probabilistic Factor Graphs ACL 2026 Gravitation-Driven Semantic Alignment for Text Video Retrieval CVPR 2026 Hyperbolic Belief Propagation UAI 2026 Inter-Photon-Limited Videography CVPR 2026 KMM-CP: Practical Conformal Prediction under Covariate Shift via Selective Kernel Mean Matching UAI 2026