Using Causal Inference to Investigate Contraceptive Discontinuation in Sub-Saharan AfricaVictor AkinwandeMegan Macgregoret al.2024IJCAI 2024
MiMICRI: Towards Domain-centered Counterfactual Explanations of Cardiovascular Image Classification ModelsGrace GuoLifu Denget al.2024FAccT 2024
Learning Granger Causality from Instance-wise Self-attentive Hawkes ProcessesDongxia WuIde-San Ideet al.2024AISTATS 2024
Theory-guided Message Passing Neural Network for Probabilistic InferenceZijun CuiHanjing Wanget al.2024AISTATS 2024
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