Probabilistic Modeling

Large Connectome Model: An fMRI Foundation Model of Brain Connectomes Empowered by Brain-Environment Interaction in Multitask Learning Landscape AAAI 2026 Large Language Models Are Bad Dice Players: LLMs Struggle to Generate Random Numbers from Statistical Distributions ACL 2026 Learning Latent Energy-Based Models via Interacting Particle Langevin Dynamics UAI 2026 LENS: Latent Precision Inference in Multi-LLM Routing UAI 2026 LLM-MC-Affect: LLM-Based Monte Carlo Modeling of Affective Trajectories and Latent Ambiguity for Interpersonal Dynamic Insight ACL 2026 LogicCBMs: Logic-Enhanced Concept-Based Learning WACV 2026 Lorentz Entailment Cone for Semantic Segmentation WACV 2026 METP: Multi-Granularity Integration of External Covariates for Temporal Point Processes AAAI 2026 MMCM: Multimodality-aware Metric using Clustering-based Modes for Probabilistic Human Motion Prediction WACV 2026 More than Irrational: Modeling Belief-Biased Agents AAAI 2026 Multi-view Learning via Trusted Pairwise Entity Energy AAAI 2026 MUSE: Multimodal Uncertainty-Based Self-Driven Evolution for Robust Physiological-Signal–Based Driver Fatigue Detection AAAI 2026 Neural Mixture Density Processes CVPR 2026 On the Computational Tractability of Probabilistic Global and Local Sufficient Explanation AAAI 2026 On the implicit regularization of Langevin dynamics with projected noise COLT 2026 On the Rejection Criterion for Proxy-based Test-time Alignment ACL 2026 On the Robustness of Bandit Multiple Testing AAAI 2026 Optimal Conformal Prediction under Epistemic Uncertainty UAI 2026 Optimal Sample Complexity Lower Bounds on Conditional Independence Testing COLT 2026 Partially Observed Structural Causal Models UAI 2026 Particle GFlowNets: Rethinking Generative Marginalization Models UAI 2026 Paths Not Taken: Structure-Based Pruning in PSDD Learning and Inference AAAI 2026 Performance of Conformal Prediction in Capturing Aleatoric Uncertainty WACV 2026 Physical Object Understanding with a Physically Controllable World Model CVPR 2026 Physics-Informed Multi-Task Learning for Battery State of Health Prediction with Uncertainty Quantification AAAI 2026