causal inference

Federated Causally Invariant Feature Learning AAAI 2025 Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization IJCAI 2025 Fighting Spurious Correlations in Text Classification via a Causal Learning Perspective NAACL 2025 Flow-based Time-aware Causal Structure Learning for Sequential Recommendation IJCAI 2025 From Imitation to Introspection: Probing Self-Consciousness in Language Models ACL 2025 From Observation to Understanding: Front-Door Adjustments with Uncertainty Calibration for Enhancing Egocentric Reasoning in LVLMs ACL 2025 From Probability to Counterfactuals: the Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy ICLR 2025 Gaussian Mixture Counterfactual Generator ICLR 2025 GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality AAAI 2025 GCF: Estimating Unobserved Demand Using Graph Causal Forecasting AAAI 2025 Generalizing to Unseen Disaster Events: A Causal View IJCNLP 2025 Going Beyond Static: Understanding Shifts with Time-Series Attribution ICLR 2025 Gumbel Counterfactual Generation From Language Models ICLR 2025 Hierarchical Bias-Driven Stratification for Interpretable Causal Effect Estimation AISTATS 2025 How Reliable are Causal Probing Interventions? IJCNLP 2025 Image Quality Assessment: Investigating Causal Perceptual Effects with Abductive Counterfactual Inference CVPR 2025 Inferring Causal Protein Signaling Networks with Reinforcement Learning via Artificial Bee Colony Neural Architecture Search IJCAI 2025 Interaction-Data-guided Conditional Instrumental Variables for Debiasing Recommender Systems IJCAI 2025 Interesting Culture: Social Relation Recognition from Videos via Culture De-confounding EMNLP 2025 Invariant Shape Representation Learning for Image Classification WACV 2025 IRIS: An Iterative and Integrated Framework for Verifiable Causal Discovery in the Absence of Tabular Data ACL 2025 JoPA: Explaining Large Language Model’s Generation via Joint Prompt Attribution ACL 2025 Just Trial Once: Ongoing Causal Validation of Machine Learning Models UAI 2025 Language Agents Meet Causality -- Bridging LLMs and Causal World Models ICLR 2025 Language Models as Causal Effect Generators EMNLP 2025