From Statistical to Causal Learning

1 April 2022

Papers citing "From Statistical to Causal Learning"

37 / 37 papers shown

Title
Causal invariant geographic network representations with feature and structural distribution shifts Yuhan Wang Silu He Qinyao Luo Hongyuan Yuan Ling Zhao Jiawei Zhu Haifeng Li OOD 59 0 0 25 Mar 2025
A Causal Adjustment Module for Debiasing Scene Graph Generation Li Liu Shuzhou Sun Shuaifeng Zhi Fan Shi Zhen Liu J. Heikkilä Yongxiang Liu CML 52 2 0 22 Mar 2025
ExMAG: Learning of Maximally Ancestral Graphs Petr Rysavý Pavel Rytír Xiaoyu He Jakub Marecek Georgios Korpas CML 64 0 0 11 Mar 2025
On The Causal Network Of Face-selective Regions In Human Brain During Movie Watching Ali Bavafa Gholam-Ali Hossein-Zadeh CML CVBM 23 0 0 04 Jan 2025
Active Causal Structure Learning with Latent Variables: Towards Learning to Detour in Autonomous Robots Pablo de los Riscos Fernando Corbacho CML 18 0 0 28 Oct 2024
DICS: Find Domain-Invariant and Class-Specific Features for Out-of-Distribution Generalization Qiaowei Miao Yawei Luo Yi Yang OOD OODD 24 1 0 13 Sep 2024
Disentangled Representations for Causal Cognition Filippo Torresan Manuel Baltieri CML 27 1 0 30 Jun 2024
Identifiable Object-Centric Representation Learning via Probabilistic Slot Attention Avinash Kori Francesco Locatello Ainkaran Santhirasekaram Francesca Toni Ben Glocker Fabio De Sousa Ribeiro OCL 40 1 0 11 Jun 2024
Learning Interpretable Concepts: Unifying Causal Representation Learning and Foundation Models Goutham Rajendran Simon Buchholz Bryon Aragam Bernhard Schölkopf Pradeep Ravikumar AI4CE 83 21 0 14 Feb 2024
When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook Wenzhao Jiang Hao Liu Hui Xiong CML AI4CE 28 2 0 19 Dec 2023
Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction Representations Yuejiang Liu Ahmad Rahimi Po-Chien Luan Frano Rajic Alexandre Alahi 25 3 0 07 Dec 2023
Causality and Explainability for Trustworthy Integrated Pest Management Ilias Tsoumas Vasileios Sitokonstantinou Georgios Giannarakis Evagelia Lampiri C. Athanassiou Gustau Camps-Valls C. Kontoes Ioannis Athanasiadis 18 2 0 07 Dec 2023
Concept-free Causal Disentanglement with Variational Graph Auto-Encoder Jingyun Feng Lin Zhang Lili Yang BDL CoGe CML 19 1 0 17 Nov 2023
From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling Aneesh Komanduri Xintao Wu Yongkai Wu Feng Chen CML OOD 31 7 0 17 Oct 2023
Finding emergence in data by maximizing effective information Mingzhe Yang Zhipeng Wang Kaiwei Liu Ying Rong Bing Yuan Jiang Zhang CML 7 6 0 19 Aug 2023
Unbiased Scene Graph Generation via Two-stage Causal Modeling Shuzhou Sun Shuaifeng Zhi Qing Liao J. Heikkilä Li Liu CML 19 33 0 11 Jul 2023
Conditionally Invariant Representation Learning for Disentangling Cellular Heterogeneity H. Aliee Ferdinand Kapl Soroor Hediyeh-zadeh Fabian J. Theis CML 18 6 0 02 Jul 2023
Learning Linear Causal Representations from Interventions under General Nonlinear Mixing Simon Buchholz Goutham Rajendran Elan Rosenfeld Bryon Aragam Bernhard Schölkopf Pradeep Ravikumar CML 32 57 0 04 Jun 2023
Learning Causally Disentangled Representations via the Principle of Independent Causal Mechanisms Aneesh Komanduri Yongkai Wu Feng Chen Xintao Wu CML OOD 13 9 0 02 Jun 2023
Nonparametric Identifiability of Causal Representations from Unknown Interventions Julius von Kügelgen M. Besserve Wendong Liang Luigi Gresele Armin Kekić Elias Bareinboim David M. Blei Bernhard Schölkopf CML 16 56 0 01 Jun 2023
A Measure-Theoretic Axiomatisation of Causality Junhyung Park Simon Buchholz Bernhard Schölkopf Krikamol Muandet 24 5 0 19 May 2023
Enriching Disentanglement: From Logical Definitions to Quantitative Metrics Yivan Zhang Masashi Sugiyama 20 1 0 19 May 2023
A Review of the Role of Causality in Developing Trustworthy AI Systems Niloy Ganguly Dren Fazlija Maryam Badar M. Fisichella Sandipan Sikdar ... Koustav Rudra Manolis Koubarakis Gourab K. Patro W. Z. E. Amri Wolfgang Nejdl CML 28 23 0 14 Feb 2023
Toward a Theory of Causation for Interpreting Neural Code Models David Nader-Palacio Alejandro Velasco Nathan Cooper Á. Rodríguez Kevin Moran Denys Poshyvanyk 20 16 0 07 Feb 2023
A Survey of Methods, Challenges and Perspectives in Causality Gael Gendron Michael Witbrock Gillian Dobbie OOD AI4CE CML 14 12 0 01 Feb 2023
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Biwei Huang Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 47 11 0 29 Jan 2023
Score-based Causal Representation Learning with Interventions Burak Varici Emre Acartürk Karthikeyan Shanmugam Abhishek Kumar A. Tajer CML 25 38 0 19 Jan 2023
Better May Not Be Fairer: A Study on Subgroup Discrepancy in Image Classification Ming-Chang Chiu Pin-Yu Chen Xuezhe Ma 8 6 0 16 Dec 2022
Causal Inference via Style Transfer for Out-of-distribution Generalisation Toan Nguyen Kien Do D. Nguyen Bao Duong T. Nguyen CML OODD OOD 28 10 0 06 Dec 2022
Less Data, More Knowledge: Building Next Generation Semantic Communication Networks Christina Chaccour Walid Saad Merouane Debbah Zhu Han H. Vincent Poor GNN 3DV 24 119 0 25 Nov 2022
Backtracking Counterfactuals Julius von Kügelgen Abdirisak Mohamed Sander Beckers LRM 27 16 0 01 Nov 2022
Conditional Independence Testing via Latent Representation Learning Bao Duong T. Nguyen BDL CML 10 6 0 04 Sep 2022
Language-Based Causal Representation Learning Blai Bonet Hector Geffner 22 0 0 12 Jul 2022
Weakly Supervised Representation Learning with Sparse Perturbations Kartik Ahuja Jason S. Hartford Yoshua Bengio SSL 30 58 0 02 Jun 2022
On the Fairness of Causal Algorithmic Recourse Julius von Kügelgen Amir-Hossein Karimi Umang Bhatt Isabel Valera Adrian Weller Bernhard Schölkopf FaML 70 82 0 13 Oct 2020
From Ordinary Differential Equations to Structural Causal Models: the deterministic case Joris Mooij Dominik Janzing Bernhard Schölkopf 66 101 0 09 Aug 2014
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 216 626 0 20 Feb 2013