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Causal Discovery

Papers archive 2025-07-28

archive papers tagged: 743 · with a code link: 294 · where Syntology ran a sample: 90 (74 with a run with no instrument failure, 16 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (90 of 743 tagged: 74 with a run with no instrument failure, 16 where every run was a failure of Syntology's instrument)

Page 4 of 8: papers 301 to 400 of 743, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records
  3 Jun 2025 0 repositories listed
• Agentic AI Process Observability: Discovering Behavioral Variability
  26 May 2025 0 repositories listed
• Causal Discovery in Dynamic Fading Wireless Networks
  24 May 2025 0 repositories listed
• Causal-Invariant Cross-Domain Out-of-Distribution Recommendation
  22 May 2025 0 repositories listed
• No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery
  22 May 2025 0 repositories listed
• Multi-omic Causal Discovery using Genotypes and Gene Expression
  21 May 2025 0 repositories listed
• A Fast Kernel-based Conditional Independence test with Application to Causal Discovery
  16 May 2025 0 repositories listed
• dcFCI: Robust Causal Discovery Under Latent Confounding, Unfaithfulness, and Mixed Data
  10 May 2025 0 repositories listed
• Local Markov Equivalence and Local Causal Discovery for Identifying Controlled Direct Effects
  5 May 2025 0 repositories listed
• D3HRL: A Distributed Hierarchical Reinforcement Learning Approach Based on Causal Discovery and Spurious Correlation Detection
  4 May 2025 0 repositories listed
• Learning Local Causal World Models with State Space Models and Attention
  4 May 2025 0 repositories listed
• Characterization and Learning of Causal Graphs from Hard Interventions
  2 May 2025 0 repositories listed
• Conditional independence testing with a single realization of a multivariate nonstationary nonlinear time series
  30 Apr 2025 0 repositories listed
• Multi-Domain Causal Discovery in Bijective Causal Models
  30 Apr 2025 0 repositories listed
• Causal-Copilot: An Autonomous Causal Analysis Agent
  17 Apr 2025 0 repositories listed
• Meta-Dependence in Conditional Independence Testing
  17 Apr 2025 0 repositories listed
• Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs
  15 Apr 2025 0 repositories listed
• From Observation to Orientation: an Adaptive Integer Programming Approach to Intervention Design
  4 Apr 2025 0 repositories listed
• Constraint-based causal discovery with tiered background knowledge and latent variables in single or overlapping datasets
  27 Mar 2025 0 repositories listed
• A Causal Perspective of Stock Prediction Models
  26 Mar 2025 0 repositories listed
• A Roadmap Towards Improving Multi-Agent Reinforcement Learning With Causal Discovery And Inference
  22 Mar 2025 0 repositories listed
• CausalRivers -- Scaling up benchmarking of causal discovery for real-world time-series
  21 Mar 2025 0 repositories listed
• Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring
  21 Mar 2025 0 repositories listed
• Unitless Unrestricted Markov-Consistent SCM Generation: Better Benchmark Datasets for Causal Discovery
  21 Mar 2025 0 repositories listed
• An extensive simulation study evaluating the interaction of resampling techniques across multiple causal discovery contexts
  19 Mar 2025 0 repositories listed
• Causal Discovery and Counterfactual Reasoning to Optimize Persuasive Dialogue Policies
  19 Mar 2025 0 repositories listed
• Causal Discovery from Data Assisted by Large Language Models
  18 Mar 2025 0 repositories listed
• Heterogeneous Causal Discovery of Repeated Undesirable Health Outcomes
  14 Mar 2025 0 repositories listed
• Addressing pitfalls in implicit unobserved confounding synthesis using explicit block hierarchical ancestral sampling
  12 Mar 2025 0 repositories listed
• An Asymmetric Independence Model for Causal Discovery on Path Spaces
  12 Mar 2025 0 repositories listed
• Sample Complexity of Nonparametric Closeness Testing for Continuous Distributions and Its Application to Causal Discovery with Hidden Confounding
  10 Mar 2025 0 repositories listed
• Causal Discovery and Inference towards Urban Elements and Associated Factors
  9 Mar 2025 0 repositories listed
• Feature Matching Intervention: Leveraging Observational Data for Causal Representation Learning
  5 Mar 2025 0 repositories listed
• Can Large Language Models Help Experimental Design for Causal Discovery?
  3 Mar 2025 0 repositories listed
• Identifiable Multi-View Causal Discovery Without Non-Gaussianity
  27 Feb 2025 0 repositories listed
• Since Faithfulness Fails: The Performance Limits of Neural Causal Discovery
  22 Feb 2025 0 repositories listed
• Learning to Defer for Causal Discovery with Imperfect Experts
  18 Feb 2025 0 repositories listed
• Towards Empowerment Gain through Causal Structure Learning in Model-Based RL
  14 Feb 2025 0 repositories listed
• Causal Additive Models with Unobserved Causal Paths and Backdoor Paths
  11 Feb 2025 0 repositories listed
• Cyclic quantum causal modelling with a graph separation theorem
  6 Feb 2025 0 repositories listed
• Prediction-Powered E-Values
  6 Feb 2025 0 repositories listed
• Causally-informed Deep Learning towards Explainable and Generalizable Outcomes Prediction in Critical Care
  4 Feb 2025 0 repositories listed
• A Deep Spatio-Temporal Architecture for Dynamic Effective Connectivity Network Analysis Based on Dynamic Causal Discovery
  31 Jan 2025 0 repositories listed
• Permutation-Based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data
  31 Jan 2025 0 repositories listed
• What is causal about causal models and representations?
  31 Jan 2025 0 repositories listed
• Unfaithful Probability Distributions in Binary Triple of Causality Directed Acyclic Graph
  30 Jan 2025 0 repositories listed
• Fundamental Computational Limits in Pursuing Invariant Causal Prediction and Invariance-Guided Regularization
  29 Jan 2025 0 repositories listed
• Identification of Nonparametric Dynamic Causal Structure and Latent Process in Climate System
  21 Jan 2025 0 repositories listed
• SpaceTime: Causal Discovery from Non-Stationary Time Series
  17 Jan 2025 0 repositories listed
• Quantum-enhanced causal discovery for a small number of samples
  9 Jan 2025 0 repositories listed
• Re-examining Granger Causality from Causal Bayesian Networks Perspective
  5 Jan 2025 0 repositories listed
• On The Causal Network Of Face-selective Regions In Human Brain During Movie Watching
  4 Jan 2025 0 repositories listed
• Causal Discovery on Dependent Binary Data
  28 Dec 2024 0 repositories listed
• Graph-attention-based Casual Discovery with Trust Region-navigated Clipping Policy Optimization
  27 Dec 2024 0 repositories listed
• Hybrid Local Causal Discovery
  27 Dec 2024 0 repositories listed
• An efficient search-and-score algorithm for ancestral graphs using multivariate information scores
  23 Dec 2024 0 repositories listed
• Fast Causal Discovery by Approximate Kernel-based Generalized Score Functions with Linear Computational Complexity
  23 Dec 2024 0 repositories listed
• Discovering maximally consistent distribution of causal tournaments with Large Language Models
  18 Dec 2024 0 repositories listed
• Prompting Strategies for Enabling Large Language Models to Infer Causation from Correlation
  18 Dec 2024 0 repositories listed
• Causal Invariance Learning via Efficient Optimization of a Nonconvex Objective
  16 Dec 2024 0 repositories listed
• Are you doing better than random guessing? A call for using negative controls when evaluating causal discovery algorithms
  13 Dec 2024 0 repositories listed
• Score-matching-based Structure Learning for Temporal Data on Networks
  10 Dec 2024 0 repositories listed
• Causal discovery with endogenous context variables
  6 Dec 2024 0 repositories listed
• Causal Discovery by Interventions via Integer Programming
  2 Dec 2024 0 repositories listed
• Differentiable Causal Discovery For Latent Hierarchical Causal Models
  29 Nov 2024 0 repositories listed
• Regularized Multi-LLMs Collaboration for Enhanced Score-based Causal Discovery
  27 Nov 2024 0 repositories listed
• A Novel Approach to Eliminating Hallucinations in Large Language Model-Assisted Causal Discovery
  16 Nov 2024 0 repositories listed
• Continuous Bayesian Model Selection for Multivariate Causal Discovery
  15 Nov 2024 0 repositories listed
• CausalStock: Deep End-to-end Causal Discovery for News-driven Stock Movement Prediction
  10 Nov 2024 0 repositories listed
• Cross-validating causal discovery via Leave-One-Variable-Out
  8 Nov 2024 0 repositories listed
• Discovering Latent Structural Causal Models from Spatio-Temporal Data
  8 Nov 2024 0 repositories listed
• Partial Structure Discovery is Sufficient for No-regret Learning in Causal Bandits
  6 Nov 2024 0 repositories listed
• Causal reasoning in difference graphs
  2 Nov 2024 0 repositories listed
• Learning Mixtures of Unknown Causal Interventions
  31 Oct 2024 0 repositories listed
• LLM-initialized Differentiable Causal Discovery
  28 Oct 2024 0 repositories listed
• LOCAL: Learning with Orientation Matrix to Infer Causal Structure from Time Series Data
  25 Oct 2024 0 repositories listed
• Robust Time Series Causal Discovery for Agent-Based Model Validation
  25 Oct 2024 0 repositories listed
• Causal Order Discovery based on Monotonic SCMs
  24 Oct 2024 0 repositories listed
• MEC-IP: Efficient Discovery of Markov Equivalent Classes via Integer Programming
  22 Oct 2024 0 repositories listed
• LoSAM: Local Search in Additive Noise Models with Unmeasured Confounders, a Top-Down Global Discovery Approach
  15 Oct 2024 0 repositories listed
• On Divergence Measures for Training GFlowNets
  12 Oct 2024 0 repositories listed
• A Skewness-Based Criterion for Addressing Heteroscedastic Noise in Causal Discovery
  8 Oct 2024 0 repositories listed
• Identifying biological perturbation targets through causal differential networks
  4 Oct 2024 0 repositories listed
• Induced Covariance for Causal Discovery in Linear Sparse Structures
  2 Oct 2024 0 repositories listed
• See Me and Believe Me: Causality and Intersectionality in Testimonial Injustice in Healthcare
  2 Oct 2024 0 repositories listed
• Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model
  29 Sep 2024 0 repositories listed
• Curb Your Attention: Causal Attention Gating for Robust Trajectory Prediction in Autonomous Driving
  23 Sep 2024 0 repositories listed
• MotifDisco: Motif Causal Discovery For Time Series Motifs
  23 Sep 2024 0 repositories listed
• Causal Discovery in Recommender Systems: Example and Discussion
  16 Sep 2024 0 repositories listed
• Investigating Causal Cues: Strengthening Spoofed Audio Detection with Human-Discernible Linguistic Features
  9 Sep 2024 0 repositories listed
• Optimizing VarLiNGAM for Scalable and Efficient Time Series Causal Discovery
  9 Sep 2024 0 repositories listed
• Causality-Driven Reinforcement Learning for Joint Communication and Sensing
  7 Sep 2024 0 repositories listed
• Causal Reasoning in Software Quality Assurance: A Systematic Review
  30 Aug 2024 0 repositories listed
• Reinforcement Learning for Causal Discovery without Acyclicity Constraints
  24 Aug 2024 0 repositories listed
• Enhancing Causal Discovery in Financial Networks with Piecewise Quantile Regression
  22 Aug 2024 0 repositories listed
• Kernel-Based Differentiable Learning of Non-Parametric Directed Acyclic Graphical Models
  20 Aug 2024 0 repositories listed
• Causality-Inspired Models for Financial Time Series Forecasting
  19 Aug 2024 0 repositories listed
• Local Causal Discovery with Background Knowledge
  15 Aug 2024 0 repositories listed
• A General Framework for Constraint-based Causal Learning
  14 Aug 2024 0 repositories listed
• Causal Graph Aided Causal Discovery in an Observational Aneurysmal Subarachnoid Hemorrhage Study
  12 Aug 2024 0 repositories listed