Knowledge & Reasoning

Adapting to Non-Stationary Environments: Multi-Armed Bandit Enhanced Retrieval-Augmented Generation on Knowledge Graphs AAAI 2025 Addressing Hallucination in Causal Q&A: The Efficacy of Fine-tuning over Prompting in LLMs COLING 2025 A Deep Probabilistic Framework for Continuous Time Dynamic Graph Generation AAAI 2025 A Derivational ChainBank for Modern Standard Arabic COLING 2025 A Domain-Independent Agent Architecture for Adaptive Operation in Evolving Open Worlds AAAI 2025 Advancing Fairness in Precision Medicine: A Universal Framework for Optimal Treatment Estimation in Censored Data AISTATS 2025 A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection IJCAI 2025 A General Framework for Representing Controlled Natural Language Sentences and Translation to KR Formalisms IJCAI 2025 A Generative Adaptive Replay Continual Learning Model for Temporal Knowledge Graph Reasoning ACL 2025 Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge EMNLP 2025 AGM-TE: Approximate Generative Model Estimator of Transfer Entropy for Causal Discovery CLeaR 2025 A Human-LLM Note-Taking System with Case-Based Reasoning as Framework for Scientific Discovery NAACL 2025 A Layered Formal Methods Approach to Answering Queue-related Queries NSDI 2025 Algorithmic syntactic causal identification CLeaR 2025 Aligning Graphical and Functional Causal Abstractions CLeaR 2025 Alleviating Dual Biases in Recommendation (Student Abstract) AAAI 2025 A Logical Analysis of Hanabi AAAI 2025 A Logic-Based Approach to Causal Discovery: Signal Temporal Logic Perspective IJCAI 2025 A Meta-learner for Heterogeneous Effects in Difference-in-Differences ICML 2025 A Modal Logic for Joint Abilities of Structured Strategies with Bounded Complexity AAAI 2025 A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs ACL 2025 A Mutual Information Perspective on Knowledge Graph Embedding ACL 2025 An Algebraic Notion of Conditional Independence, and Its Application to Knowledge Representation AAAI 2025 An Alternative Theory of Stable Revision for Nondeterministic Approximation Fixpoint Theory and the Relationships AAAI 2025 Analysis of Two-Stage Rollout Designs with Clustering for Causal Inference under Network Interference AISTATS 2025