causal relationship

Beyond World Models: Rethinking Understanding in AI Models AAAI 2026 Can Large Language Models Infer Causal Relationships from Real-World Text? ACL 2026 Causality-Aware Efficient Exploration for Cooperative Multi-Agent Reinforcement Learning AAAI 2026 MvP-ECR: Multi-Perspective Emotion-Cause Reasoning for Empathetic Dialogue AAAI 2026 Save, Revisit, Retain: A Scalable Framework for Enhancing User Retention in Large-Scale Recommender Systems AAAI 2026 A Logic-Based Approach to Causal Discovery: Signal Temporal Logic Perspective IJCAI 2025 Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension EMNLP 2025 Controlling for discrete unmeasured confounding in nonlinear causal models CLeaR 2025 DICP: Deep In-Context Prompt for Event Causality Identification EMNLP 2025 Enhancing Event Causality Identification with LLM Knowledge and Concept-Level Event Relations COLING 2025 Enhancing the Logical Reasoning Abilities of Large Language Models IJCAI 2025 Generating Synthetic Relational Tabular Data via Structural Causal Models ACL 2025 Gradient-based Causal Feature Selection IJCAI 2025 G-Sim: Generative Simulations with Large Language Models and Gradient-Free Calibration ICML 2025 Interpretable Neural Causal Models with TRAM-DAGs CLeaR 2025 Learning to Discover Regulatory Elements for Gene Expression Prediction ICLR 2025 Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing ACL 2025 A Joint Framework with Heterogeneous-Relation-Aware Graph and Multi-Channel Label Enhancing Strategy for Event Causality Extraction AAAI 2024 Bicycle: Intervention-Based Causal Discovery with Cycles CLeaR 2024 Building Minimal and Reusable Causal State Abstractions for Reinforcement Learning AAAI 2024 CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes NeurIPS 2024 Causal Discovery via Conditional Independence Testing with Proxy Variables ICML 2024 CheckersGPT: Learning World Models through Language Modeling ACL 2024 Counterfactual Image Editing ICML 2024 CDANs: Temporal Causal Discovery from Autocorrelated and Non-Stationary Time Series Data MLHC 2023