Papers
132 papers found
Local Dependence Graphs for Discrete Time Processes
Wojciech Niemiro, Łukasz Rajkowski
Non-parametric identifiability and sensitivity analysis of synthetic control models
Jakob Zeitler, Athanasios Vlontzos, Ciarán Mark Gilligan-Lee
On Discovery of Local Independence over Continuous Variables via Neural Contextual Decomposition
Inwoo Hwang, Yunhyeok Kwak, Yeon-Ji Song et al.
On the Interventional Kullback-Leibler Divergence
Jonas Bernhard Wildberger, Siyuan Guo, Arnab Bhattacharyya et al.
Practical Algorithms for Orientations of Partially Directed Graphical Models
Malte Luttermann, Marcel Wienöbst, Maciej Liskiewicz
Sample-Specific Root Causal Inference with Latent Variables
Eric Strobl, Thomas A Lasko
Scalable Causal Discovery with Score Matching
Francesco Montagna, Nicoletta Noceti, Lorenzo Rosasco et al.
Stochastic Causal Programming for Bounding Treatment Effects
Kirtan Padh, Jakob Zeitler, David Watson et al.
Unsupervised Object Learning via Common Fate
Matthias Tangemann, Steffen Schneider, Julius Von Kügelgen et al.
A Distance Covariance-based Kernel for Nonlinear Causal Clustering in Heterogeneous Populations
Alex Markham, Richeek Das, Moritz Grosse-Wentrup
Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data
Sindy Löwe, David Madras, Richard Zemel et al.
A Multivariate Causal Discovery based on Post-Nonlinear Model
Kento Uemura, Takuya Takagi, Kambayashi Takayuki et al.
Attainability and Optimality: The Equalized Odds Fairness Revisited
Zeyu Tang, Kun Zhang
Bivariate Causal Discovery via Conditional Divergence
Bao Duong, Thin Nguyen
Can Humans Be out of the Loop?
Junzhe Zhang, Elias Bareinboim
Causal Bandits without prior knowledge using separating sets
Arnoud De Kroon, Joris Mooij, Danielle Belgrave
CausalCity: Complex Simulations with Agency for Causal Discovery and Reasoning
Daniel McDuff, Yale Song, Jiyoung Lee et al.
Causal Discovery for Linear Mixed Data
Yan Zeng, Shohei Shimizu, Hidetoshi Matsui et al.
Causal Discovery in Linear Structural Causal Models with Deterministic Relations
Yuqin Yang, Mohamed S Nafea, AmirEmad Ghassami et al.
Causal Explanations and XAI
Sander Beckers
Causal Imputation via Synthetic Interventions
Chandler Squires, Dennis Shen, Anish Agarwal et al.
Causal Structure Discovery between Clusters of Nodes Induced by Latent Factors
Chandler Squires, Annie Yun, Eshaan Nichani et al.
Cause-effect inference through spectral independence in linear dynamical systems: theoretical foundations
Michel Besserve, Naji Shajarisales, Dominik Janzing et al.
Data-driven exclusion criteria for instrumental variable studies
Tony Liu, Patrick Lawlor, Lyle Ungar et al.