Knowledge & Reasoning

Learning Condensed Graph via Differentiable Atom Mapping for Reaction Yield Prediction ICML 2025 Learning DNF through Generalized Fourier Representations COLT 2025 Learning First-Order Logic Rules for Argumentation Mining ACL 2025 Learning from Litigation: Graphs for Retrieval and Reasoning in eDiscovery ACL 2025 Learning Hierarchical Task Knowledge for Planning AAAI 2025 Learning Joint Interventional Effects from Single-Variable Interventions in Additive Models ICML 2025 Learning Latent Graph Structures and their Uncertainty ICML 2025 Learning Logic Specifications for Policy Guidance in POMDPs: an Inductive Logic Programming Approach AAAI 2025 Learning Minimum-Size BDDs: Towards Efficient Exact Algorithms ICML 2025 Learning Representations of Instruments for Partial Identification of Treatment Effects ICML 2025 Learning State-Based Node Representations from a Class Hierarchy for Fine-Grained Open-Set Detection ICML 2025 Learning Structural Causal Models from Ordering: Identifiable Flow Models AAAI 2025 Learning Temporal Logic Predicates from Data with Statistical Guarantees L4DC 2025 Learning with Selectively Labeled Data from Multiple Decision-makers ICML 2025 LegalReasoner: Step-wised Verification-Correction for Legal Judgment Reasoning ACL 2025 Less is More: Federated Graph Learning with Alleviating Topology Heterogeneity from A Causal Perspective ICML 2025 Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings EMNLP 2025 Let Modalities Teach Each Other: Modal-Collaborative Knowledge Extraction and Fusion for Multimodal Knowledge Graph Completion NAACL 2025 Leveraging Explicit Reasoning for Inference Integration in Commonsense-Augmented Dialogue Models COLING 2025 Leveraging Knowledge Graph-Enhanced LLMs for Context-Aware Medical Consultation EMNLP 2025 LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025 Lifelong Model Editing with Graph-Based External Memory ACL 2025 LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph AAAI 2025 LightRAG: Simple and Fast Retrieval-Augmented Generation EMNLP 2025 LLM4VKG: Leveraging Large Language Models for Virtual Knowledge Graph Construction IJCAI 2025