001 Damage State-Dependent Fragility Models for Multi-Hazard Interactions based on Bayesian Modeling with Interpretable Effects Guided by a Causal Directed Acyclic Graph OpenAlex Paper Konstantinos Trevlopoulos, Pierre Gehl et al. Sep 14 002 DEX‐LL: Data‐induced Decision EXpert with large language models OpenAlex Paper Sandro Radovanović, Boris Delibašić et al. 4 days ago 003 Even big data does not speak for itself OpenAlex Paper Jürgen Landes 4 days ago 004 Hierarchical causal structure discovery from layered topological orderings OpenAlex Paper Haixiang Sun, Pengchao Tian et al. 5 days ago 005 The Weight Algebra of Information States: A Two-Layer Commutative Semiring for Superposition and Pruning OpenAlex Paper Ajax Benander 5 days ago 006 The Weight Algebra of Information States: A Two-Layer Commutative Semiring for Superposition and Pruning OpenAlex Paper Ajax Benander 5 days ago 007 Comparative Analysis of Weighted Bayesian Belief Network and Fuzzy Weighted Bayesian Belief Network in Clinical Decision Support OpenAlex Paper Shweta Kharya 6 days ago 008 Structured Epistemic Representations for Trustworthy and Interpretable AI: A Positive Operator-Valued Measure-Based Quantum-Inspired Framework for Multi-Source Uncertainty OpenAlex Paper Gerardo Iovane, G. Ingenito 6 days ago 009 The Weight Algebra of Information States: A Two-Layer Commutative Semiring for Superposition and Pruning OpenAlex Paper Ajax Benander 6 days ago 010 Re-examining Granger Causality with Causal Bayesian Networks and Reichenbach's Principles OpenAlex Paper Samuel Adedayo 7 days ago 011 The Marketing Context Graph: A Governed Substrate for Causal Marketing Measurement and Auditable Decision Provenance - Causal inference as a governed layer on a bitemporal context graph OpenAlex Paper Anil Singh 7 days ago 012 The Marketing Context Graph: A Governed Substrate for Causal Marketing Measurement and Auditable Decision Provenance - Causal inference as a governed layer on a bitemporal context graph OpenAlex Paper Anil Singh 7 days ago 013 Applied Bayesian Networks Rely on Expert Knowledge and Scarce Data Sharing OpenAlex Paper Liam Coorssen, Hamid Kalantari et al. Jul 23 014 Bayesian structural model updating under prior misspecification using conditional normalizing flows OpenAlex Paper Tatsuya Itoi, Toshiya Takeda et al. Jul 23 015 Imprecise Probabilistic Programming, Precisely: Credal Sets via Graded Monads, BDDs, and Semiring-Parametric Inference (Functional Pearl) OpenAlex Paper Jack Liell-Cock, Sam Staton Jul 23 016 Interpretable inference of collective models from trajectory data with two-stage rule learning OpenAlex Paper Tong Liu, Tao Wang et al. Jul 23 017 Belief Propagation OpenAlex Paper Max Welling, Sirui Lu et al. Jul 22 018 Ethical Markov Decision Processes OpenAlex Paper Mihail Stojanovski, Nadjet Bourdache et al. Jul 22 019 Local Causal Structure Learning with Efficient Parents Discovery OpenAlex Paper Shuai Yang, Xinyu Miao et al. Jul 22 020 Post-Monte Carlo D: MCMC Sampling on Constraint Networks– From Fixed Topology to Structurally Adaptive Inference Dynamics OpenAlex Paper changzheng zhou, ziqing zhou Jul 22 021 Post-Monte Carlo D: MCMC Sampling on Constraint Networks– From Fixed Topology to Structurally Adaptive Inference Dynamics OpenAlex Paper Zhou Cx, ziqing zhou Jul 22 022 Tight Streaming Lower Bounds for Deterministic Approximate Counting OpenAlex Paper Yichuan Wang Jul 22 023 Agentic Consensus via Bilinear Belief Pooling: H2 Coupling of Markov Blankets in Multi-Agent Inference OpenAlex Paper Ian Richard C Buckley Jul 21 024 Agentic Consensus via Bilinear Belief Pooling: H2 Coupling of Markov Blankets in Multi-Agent Inference OpenAlex Paper Ian Richard C Buckley Jul 21 025 Decisions in the Probable Future OpenAlex Paper Gérard Worms Jul 21 026 Decomposing decisions: causal concept explanations for deep learning models OpenAlex Paper Muhammad Imran Khalid, Jian-Xun Mi Jul 21 027 From Cause to Correlation and Back OpenAlex Paper Bill Shipley Jul 21 028 Multimodal spatiotemporal graph attention network with uncertainty quantification for aircraft engine prognostics OpenAlex Paper Sławomir Szrama Jul 21 029 Piecewise SEM with Implicit Latent Variables OpenAlex Paper Bill Shipley Jul 21 030 Scalable Bayesian Inference for Time Series via Divide and Conquer OpenAlex Paper Rihui Ou, Lachlan Astfalck et al. Jul 21 031 Statistical Power, AIC Statistics, and Equivalent Models OpenAlex Paper Bill Shipley Jul 21 032 Bridging dynamics and semantics: A unified perspective on explainable Graph Neural Networks based stream reasoning OpenAlex Paper Gözde Ayşe Tataroğlu Özbulak, Yash Raj Shrestha et al. Jul 20 033 Causal Post-hoc XAI: Categorisation and Systematic Literature Review OpenAlex Paper Anna Rodum Bjøru, Helge Langseth et al. Jul 20 034 Conditional independence, graphical models and causality OpenAlex Paper Richard J. Samworth, Rajen D. Shah Jul 20 035 Key Functor Model Architecture Documents OpenAlex Paper John Harby Jul 20 036 Key Functor Model Architecture Documents OpenAlex Paper John Harby Jul 20 037 On the (Intuitionistic) Logic of Next-Token Prediction OpenAlex Paper Paul Tarau Jul 20 038 МРЕЖЕ СА РУПОМ – КОНТРАПРИМЕРИ ЗА ТИП L (NETWORKS WITH A HOLE – COUNTEREXAMPLES FOR TYPE L) OpenAlex Paper Ranko Bošnjak Jul 20 039 МРЕЖЕ СА РУПОМ – КОНТРАПРИМЕРИ ЗА ТИП L (NETWORKS WITH A HOLE – COUNTEREXAMPLES FOR TYPE L) OpenAlex Paper Ranko Bošnjak Jul 20 040 Informational Requirements for Pre-Categorical Relational Models: Identifiability, Measure, Dynamic Closure, and Coarse-Graining OpenAlex Paper Felipe Romero Jul 19 041 Informational Requirements for Pre-Categorical Relational Models: Identifiability, Measure, Dynamic Closure, and Coarse-Graining OpenAlex Paper Felipe Romero Jul 19 042 Predictions OpenAlex Paper Luka Dudkin Jul 19 043 A Survey of Commonsense Reasoning in LLMs OpenAlex Paper Nicole Teo, Donghao Huang et al. Jul 17 044 A model-based decision support framework to optimize cultivar recommendation. A case study on Pisum sativum L. OpenAlex Paper Chiara Marchetti, Livia Paleari et al. Jul 17 045 Causality and Minimal Supports in Recursive Datalog OpenAlex Paper Ratan Bahadur Thapa, Steffen Staab Jul 17 046 Generalized Linear Models in Distributed Environments: a Framework for Optimal Subset Selection OpenAlex Paper Hongmei Lin, Xinxin Xiao et al. Jul 17 047 Quantifying Aleatoric and Epistemic Uncertainty: A Credal Approach OpenAlex Paper Paul Hofman, Yusuf Sale et al. Jul 17 048 A BGe score for tied-covariance mixture Gaussian Bayesian networks OpenAlex Paper Marco Grzegorczyk Jul 16 049 Graph alignment in sparse inhomogeneous models via self-overlap OpenAlex Paper Louis Vassaux Jul 16 050 Markov Cell Processes OpenAlex Paper Донатас Сургайлис Jul 16 051 Methods and Tools for Learning from Uncertain and Incomplete Longitudinal Data OpenAlex Paper Karine Karine Jul 16 052 Predictive Analytics and Real-Time Decision-Making OpenAlex Paper Rafiq Ali Jul 16 053 Slop in AI: The Hidden Challenge of Messy Data and Imprecise Models OpenAlex Paper Ahmed Banafa Jul 16 054 A Distributed Framework for Compiling and Reasoning with d-DNNF OpenAlex Paper Zhewei Xu, Minghao Yin et al. Jul 15 055 Beyond a Single Biomarker: Adaptive Enrichment Design with Data-driven Subgroup Rules OpenAlex Paper Mingde Wu, Juan Shen et al. Jul 15 056 Introduction to Bayesian reasoning OpenAlex Paper Gianluca Baio Jul 15 057 Pathway-Decomposed Counterfactual Prediction: Analysis of Causal Graph Discovery Errors and Correction via Residual Correlation Testing OpenAlex Paper Tsuyoshi Okita Jul 15 058 Pathway-Decomposed Counterfactual Prediction: Analysis of Causal Graph Discovery Errors and Correction via Residual Correlation Testing OpenAlex Paper Tsuyoshi Okita Jul 15 059 Probability Snowball Sampling from Graphs, with an Application to Actor-Actor Network OpenAlex Paper Melike Oguz-Alper, Li-Chun Zhang Jul 15 060 Enhancing Bayesian networks through logistic regression: A case study of Czech Society Divisions OpenAlex Paper Jiří Vomlel Jul 14