Causal Inference

Inverse Attention Agents for Multi-Agent Systems ICLR 2025 Investigating the (De)Composition Capabilities of Large Language Models in Natural-to-Formal Language Conversion NAACL 2025 Investment-Driven Social Influence: A Statistical Physics Approach to Advertising Response ACL 2025 IRIS: An Iterative and Integrated Framework for Verifiable Causal Discovery in the Absence of Tabular Data ACL 2025 Is Merging Worth It? Securely Evaluating the Information Gain for Causal Dataset Acquisition AISTATS 2025 Isolated Causal Effects of Natural Language ICML 2025 Iterative Substructure Extraction for Molecular Relational Learning with Interactive Graph Information Bottleneck ICLR 2025 Joint Scheduling of Causal Prompts and Tasks for Multi-Task Learning CVPR 2025 Just Trial Once: Ongoing Causal Validation of Machine Learning Models UAI 2025 KELE: Residual Knowledge Erasure for Enhanced Multi-hop Reasoning in Knowledge Editing EMNLP 2025 Kernel Single Proxy Control for Deterministic Confounding AISTATS 2025 Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025 Knowledge Graph Guided Evaluation of Abstention Techniques NAACL 2025 KnowPO: Knowledge-Aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models AAAI 2025 Label Distribution Learning with Biased Annotations Assisted by Multi-Label Learning IJCAI 2025 Language Agents Meet Causality -- Bridging LLMs and Causal World Models ICLR 2025 Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-the-fly EMNLP 2025 Language Models as Causal Effect Generators EMNLP 2025 Language Models Identify Ambiguities and Exploit Loopholes EMNLP 2025 Language Models over Large-Scale Knowledge Base: on Capacity, Flexibility and Reasoning for New Facts COLING 2025 Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey NAACL 2025 Large Language Models Assume People are More Rational than We Really are ICLR 2025 Large Language Models Exhibit Limited Reasoning Ability on Coding Problems IJCNLP 2025 Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation ICLR 2025 Latent Variable Causal Discovery under Selection Bias ICML 2025