Reasoning

The Financial Document Causality Detection Shared Task (FinCausal 2025) COLING 2025 The interventional Bayesian Gaussian equivalent score for Bayesian causal inference with unknown soft interventions CLeaR 2025 The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications CLeaR 2025 The Probability of Tiered Benefit: Partial Identification with Robust and Stable Inference CLeaR 2025 The Relativity of Causal Knowledge UAI 2025 THE ROBUSTNESS OF DIFFERENTIABLE CAUSAL DISCOVERY IN MISSPECIFIED SCENARIOS ICLR 2025 Told You That Will Not Work: Optimal Corrections to Planning Domains Using Counter-Example Plans AAAI 2025 Toward Falsifying Causal Graphs Using a Permutation-Based Test AAAI 2025 Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving EMNLP 2025 Towards Better Chain-of-Thought: A Reflection on Effectiveness and Faithfulness ACL 2025 Towards Generating Controllable and Solvable Geometry Problem by Leveraging Symbolic Deduction Engine ACL 2025 Towards Global-Topology Relation Graph for Inductive Knowledge Graph Completion AAAI 2025 Towards Robustness and Explainability of Automatic Algorithm Selection ICML 2025 Traffic Scenario Logic: A Spatial-Temporal Logic for Modeling and Reasoning of Urban Traffic Scenarios AAAI 2025 Transformer-Based Spatial-Temporal Counterfactual Outcomes Estimation ICML 2025 Tree-of-Debate: Multi-Persona Debate Trees Elicit Critical Thinking for Scientific Comparative Analysis ACL 2025 TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues ACL 2025 Uncommon Belief in Rationality AAAI 2025 Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 2025 Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning AAAI 2025 Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025 Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees UAI 2025 Unzipping the Causality of Zipf’s Law and Other Lexical Trade-offs NAACL 2025 Using Planning for Automated Testing of Video Games IJCAI 2025 VCD: A Dataset for Visual Commonsense Discovery in Images ACL 2025