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Probabilistic Modeling

2591 directly classified papers

Papers per year

Papers

Conditional Probabilistic Bipolar Argumentation Framework: Explanations, Complexity and Approximation AAAI 2026

Joint Modeling of Corruption-Driven and Information-Limited Uncertainty for Robust 3D Gaussian Splatting WACV 2026

Function-on-Function Bayesian Optimization AAAI 2026

MMCM: Multimodality-aware Metric using Clustering-based Modes for Probabilistic Human Motion Prediction WACV 2026

On the Robustness of Bandit Multiple Testing AAAI 2026

SGPMIL: Sparse Gaussian Process Multiple Instance Learning WACV 2026

Intra-Class Probabilistic Embeddings for Uncertainty Estimation in Vision-Language Models WACV 2026

Detecting Non-Membership in LLM Training Data via Rank Correlations EACL 2026

The Energy of Falsehood: Detecting Hallucinations via Diffusion Model Likelihoods EACL 2026

Physics-Informed Multi-Task Learning for Battery State of Health Prediction with Uncertainty Quantification AAAI 2026

Large Connectome Model: An fMRI Foundation Model of Brain Connectomes Empowered by Brain-Environment Interaction in Multitask Learning Landscape AAAI 2026

ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias AAAI 2026

Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets AAAI 2026

FedDNA: DNA Sequence Reconstruction via Deep Evidential Learning and Personalized Federated Aggregation AAAI 2026

Exact Shapley Attributions in Quadratic-time for FANOVA Gaussian Processes AAAI 2026

Streaming Generated Gaussian Process Experts for Online Learning and Control AAAI 2026

Universal Learning of Stochastic Dynamics for Exact Belief Propagation Using Bernstein Normalizing Flows AAAI 2026

BATIS: Bayesian Approaches for Targeted Improvement of Species Distribution Models AAAI 2026

TrustEnergy: A Unified Framework for Accurate and Reliable User-level Energy Usage Prediction AAAI 2026

Prediction of Hospital Associated Infections During Continuous Hospital Stays AAAI 2026

Clinician-in-the-Loop Smart Home System to Detect Urinary Tract Infection Flare-Ups via Uncertainty-Aware Decision Support AAAI 2026

Lorentz Entailment Cone for Semantic Segmentation WACV 2026

Dropouts in Confidence: Moral Uncertainty in Human-LLM Alignment AAAI 2026

When Natural Strategies Meet Fuzziness and Resource-Bounded Actions AAAI 2026

Instance Dependent Testing of Samplers Using Interval Conditioning AAAI 2026