Reasoning

Permutation-based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data ICML 2025 PHGC: Procedural Heterogeneous Graph Completion for Natural Language Task Verification in Egocentric Videos CVPR 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 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 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 Quantified Linear and Polynomial Arithmetic Satisfiability via Template-based Skolemization AAAI 2025 Quantifying Treatment Effects: Estimating Risk Ratios via Observational Studies ICML 2025 RATE: Causal Explainability of Reward Models with Imperfect Counterfactuals ICML 2025 Reasoning About Actual Causes in Nondeterministic Domains AAAI 2025 Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025 Recovery of Causal Graph Involving Latent Variables via Homologous Surrogates ICLR 2025 Recursive Aggregates as Intensional Functions in Answer Set Programming: Semantics and Strong Equivalence AAAI 2025 Recursive Causal Discovery JMLR 2025 Relational Causal Discovery with Latent Confounders UAI 2025 Relational Neurosymbolic Markov Models AAAI 2025 Re-ranking Reasoning Context with Tree Search Makes Large Vision-Language Models Stronger ICML 2025 Responsibility Anticipation and Attribution in LTLf IJCAI 2025 Rethinking the Bias of Foundation Model under Long-tailed Distribution ICML 2025