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Poster
Thu 8:45 Identifiability Guarantees for Causal Disentanglement from Soft Interventions
Jiaqi Zhang · Kristjan Greenewald · Chandler Squires · Akash Srivastava · Karthikeyan Shanmugam · Caroline Uhler
Poster
Wed 15:00 Causal Imitability Under Context-Specific Independence Relations
Fateme Jamshidi · Sina Akbari · Negar Kiyavash
Competition
Fri 6:30 Causal Structure Learning from Event Sequences and Prior Knowledge
Zhang Keli · Ruichu Cai · Kun Kuang · Lujia Pan · Ye Jian · Jiale Zheng · Mengyue Yang · Marcus Kalander · Dai Quanyu · Liu Yuequn
Poster
Wed 8:45 Invariant Learning via Probability of Sufficient and Necessary Causes
Mengyue Yang · Zhen Fang · Yonggang Zhang · Yali Du · Furui Liu · Jean-Francois Ton · Jianhong Wang · Jun Wang
Workshop
A Causal Discovery Approach To Learn How Urban Form Shapes Sustainable Mobility Across Continents
Felix Wagner · Florian Nachtigall · Lukas Franken · Nikola Milojevic-Dupont · Marta Gonzalez · Jakob Runge · Rafael Pereira · Felix Creutzig
Poster
Wed 8:45 Assumption violations in causal discovery and the robustness of score matching
Francesco Montagna · Atalanti Mastakouri · Elias Eulig · Nicoletta Noceti · Lorenzo Rosasco · Dominik Janzing · Bryon Aragam · Francesco Locatello
Poster
Thu 8:45 K-Nearest-Neighbor Local Sampling Based Conditional Independence Testing
Shuai Li · Yingjie Zhang · Hongtu Zhu · Christina Wang · Hai Shu · Ziqi Chen · Zhuoran Sun · Yanfeng Yang
Workshop
Multi-View Causal Representation Learning with Partial Observability
Dingling Yao · Danru Xu · Sébastien Lachapelle · Sara Magliacane · Perouz Taslakian · Georg Martius · Julius von Kügelgen · Francesco Locatello
Workshop
Self-Supervised Disentanglement by Leveraging Structure in Data Augmentations
Cian Eastwood · Julius von Kügelgen · Linus Ericsson · Diane Bouchacourt · Pascal Vincent · Mark Ibrahim · Bernhard Schölkopf
Poster
Thu 8:45 Causal Effect Identification in Uncertain Causal Networks
Sina Akbari · Fateme Jamshidi · Ehsan Mokhtarian · Matthew Vowels · Jalal Etesami · Negar Kiyavash