Causal Inference

FinRipple: Aligning Large Language Models with Financial Market for Event Ripple Effect Awareness ACL 2025 Flow-based Time-aware Causal Structure Learning for Sequential Recommendation IJCAI 2025 Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs EMNLP 2025 FreeGave: 3D Physics Learning from Dynamic Videos by Gaussian Velocity CVPR 2025 From Causal Parrots to Causal Prophets? Towards Sound Causal Reasoning with Large Language Models NAACL 2025 From Generating Answers to Building Explanations: Integrating Multi-Round RAG and Causal Modeling for Scientific QA NAACL 2025 From Individual Experience to Collective Evidence: A Reporting-Based Framework for Identifying Systemic Harms ICML 2025 From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning ICCV 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 Fuzzy Collaborative Reasoning AAAI 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 Generalization in Federated Learning: A Conditional Mutual Information Framework ICML 2025 Generalized Criterion for Identifiability of Additive Noise Models Using Majorization AISTATS 2025 Generalized Deep Multi-view Clustering via Causal Learning with Partially Aligned Cross-view Correspondence ICCV 2025 Generalizing to Unseen Disaster Events: A Causal View IJCNLP 2025 Generating Diverse Hypotheses for Inductive Reasoning NAACL 2025 Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series ICML 2025 Generating Physical Dynamics under Priors ICLR 2025 Germane Conflicts: Desirable Properties for Localising Inconsistency AAAI 2025 Goal-Driven Reasoning in DatalogMTL with Magic Sets AAAI 2025 Going Beyond Static: Understanding Shifts with Time-Series Attribution ICLR 2025 GotenNet: Rethinking Efficient 3D Equivariant Graph Neural Networks ICLR 2025