Knowledge & Reasoning

Spectra of Cardinality Queries over Description Logic Knowledge Bases AAAI 2025 SPHINX: Structural Prediction using Hypergraph Inference Network ICML 2025 SPOT: Zero-Shot Semantic Parsing Over Property Graphs ACL 2025 SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks AAAI 2025 SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025 Stability and Generalization Capability of Subgraph Reasoning Models for Inductive Knowledge Graph Completion ICML 2025 Stabilized Inverse Probability Weighting via Isotonic Calibration CLeaR 2025 Standardizing Structural Causal Models ICLR 2025 STLC-KG:A Social Text Steganalysis Method Combining Large-Scale Language Models and Common-Sense Knowledge Graphs AAAI 2025 STLGame: Signal Temporal Logic Games in Adversarial Multi-Agent Systems L4DC 2025 STORYTELLER: An Enhanced Plot-Planning Framework for Coherent and Cohesive Story Generation ACL 2025 Strategic A/B testing via Maximum Probability-driven Two-armed Bandit ICML 2025 Stress-Testing the Reasoning Competence of Language Models With Formal Proofs EMNLP 2025 Strong and Weak Identifiability of Optimization-based Causal Discovery in Non-linear Additive Noise Models ICML 2025 Stronger Neyman Regret Guarantees for Adaptive Experimental Design ICML 2025 Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation (Extended Abstract) COLT 2025 Structured Knowledge meets GenAI: A Framework for Logic-Driven Language Models COLING 2025 Structure Is All You Need: Structural Representation Learning on Hyper-Relational Knowledge Graphs ICML 2025 Style Knowledge Graph: Augmenting Text Style Transfer with Knowledge Graphs COLING 2025 Subgraph Information Bottleneck with Causal Dependency for Stable Molecular Relational Learning IJCAI 2025 Substitute Adjustment via Recovery of Latent Variables JMLR 2025 SwiLTra-Bench: The Swiss Legal Translation Benchmark ACL 2025 Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table Reasoning ACL 2025 Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown ICCV 2025 Task-Oriented Automatic Fact-Checking with Frame-Semantics ACL 2025