Knowledge & Reasoning

Parallel Belief Contraction via Order Aggregation IJCAI 2025 Performance and Limitations of Fine-Tuned LLMs in SPARQL Query Generation COLING 2025 Period-LLM: Extending the Periodic Capability of Multimodal Large Language Model CVPR 2025 Permutation-based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data ICML 2025 Permutation-Free High-Order Interaction Tests ICML 2025 Perovskite-LLM: Knowledge-Enhanced Large Language Models for Perovskite Solar Cell Research EMNLP 2025 PHGC: Procedural Heterogeneous Graph Completion for Natural Language Task Verification in Egocentric Videos CVPR 2025 PieClam: A Universal Graph Autoencoder Based on Overlapping Inclusive and Exclusive Communities ICML 2025 PIORF: Physics-Informed Ollivier-Ricci Flow for Long–Range Interactions in Mesh Graph Neural Networks ICLR 2025 PlanGEN: A Multi-Agent Framework for Generating Planning and Reasoning Trajectories for Complex Problem Solving EMNLP 2025 Polynomial-Delay MAG Listing with Novel Locally Complete Orientation Rules ICML 2025 Position: Causal Machine Learning Requires Rigorous Synthetic Experiments for Broader Adoption ICML 2025 Position: Probabilistic Modelling is Sufficient for Causal Inference ICML 2025 Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025 PresiUniv at FinCausal 2025 Shared Task: Applying Fine-tuned Language Models to Explain Financial Cause and Effect with Zero-shot Learning COLING 2025 PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning EMNLP 2025 Probability-Raising Causality for Uncertain Parametric Markov Decision Processes with PAC Guarantees UAI 2025 Probably approximately correct high-dimensional causal effect estimation given a valid adjustment set CLeaR 2025 Probing Relative Interaction and Dynamic Calibration in Multi-modal Entity Alignment ACL 2025 Progressive Prefix-Memory Tuning for Complex Logical Query Answering on Knowledge Graphs IJCAI 2025 Proof Simulation via Round-based Strategy Extraction for QBF AAAI 2025 Propagate and Inject: Revisiting Propagation-Based Feature Imputation for Graphs with Partially Observed Features ICML 2025 PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025 Quantified Linear and Polynomial Arithmetic Satisfiability via Template-based Skolemization AAAI 2025 Quantifying Treatment Effects: Estimating Risk Ratios via Observational Studies ICML 2025