Effective Causal Discovery under Identifiable Heteroscedastic Noise ModelNaiyu YinTian Gaoet al.2024AAAI 2024
Pairwise Causality Guided Transformers for Event SequencesXiao ShouDebarun Bhattacharjyaet al.2023NeurIPS 2023
Locally Invariant Explanations: Towards Stable and Unidirectional Explanations through Local Invariant LearningAmit DhurandharKarthikeyan Natesan Ramamurthyet al.2023NeurIPS 2023
Identifiability Guarantees for Causal Disentanglement from Soft InterventionsJiaqi ZhangKristjan Greenewaldet al.2023NeurIPS 2023
Causal Markov Blanket Representation Learning for Out-of-distribution GeneralizationNaiyu YinHanjing Wanget al.2023NeurIPS 2023
Extracting Insights from Cities with Graph Neural NetworksAmadou BaFearghal O'Donnchaet al.2023INFORMS 2023
Probabilistic Rule Induction from Event Sequences with Logical Summary Markov ModelsDebarun BhattacharjyaOktie Hassanzadehet al.2023IJCAI 2023
Graphical modeling for dynamic safety hints generalisation for Safe Deep Reinforcement Learning AgentsLamogha ChiazorNgoc Lan Hoanget al.2023IJCAI 2023