Reasoning

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 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 TCCD: Tree-guided Continuous Causal Discovery via Collaborative MCTS-Parameter Optimization IJCAI 2025 TCP: a Benchmark for Temporal Constraint-Based Planning EMNLP 2025 Teaching Transformers Causal Reasoning through Axiomatic Training ICML 2025 TEF: Causality-Aware Taxonomy Expansion via Front-Door Criterion COLING 2025 TeLoGraF: Temporal Logic Planning via Graph-encoded Flow Matching ICML 2025 Temporal Causal Reasoning with (Non-Recursive) Structural Equation Models AAAI 2025 Temporal Conjunctive Query Answering via Rewriting AAAI 2025 Temporal Inverse Probability Weighting for Causal Discovery in Controlled Before–After Studies: Discovering ADEs in Generics CLeaR 2025 Temporal Logic Control for Nonlinear Stochastic Systems Under Unknown Disturbances L4DC 2025 Tensor Decomposition Meets Knowledge Compilation: A Study Comparing Tensor Trains with OBDDs AAAI 2025 Testing Causal Models with Hidden Variables in Polynomial Delay via Conditional Independencies AAAI 2025 THCM-CAL: Temporal-Hierarchical Causal Modelling with Conformal Calibration for Clinical Risk Prediction EMNLP 2025 The Causal-Effect Score in Data Management CLeaR 2025 The Causal Information Bottleneck and Optimal Causal Variable Abstractions UAI 2025