causal inference

A Practical Method for Generating String Counterfactuals NAACL 2025 Are LLMs Rational Investors? A Study on the Financial Bias in LLMs ACL 2025 Are the Values of LLMs Structurally Aligned with Humans? A Causal Perspective ACL 2025 Asymptotic Inference for Multi-Stage Stationary Treatment Policy with Variable Selection JMLR 2025 A Trusted Lesion-assessment Network for Interpretable Diagnosis of Coronary Artery Disease in Coronary CT Angiography AAAI 2025 Balancing Interference and Correlation in Spatial Experimental Designs: A Causal Graph Cut Approach ICML 2025 Benchmarking Debiasing Methods for LLM-based Parameter Estimates EMNLP 2025 Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction IJCAI 2025 Boosting Visual Knowledge-Intensive Training for LVLMs Through Causality-Driven Visual Object Completion IJCAI 2025 Bridging Multiple Worlds: Multi-marginal Optimal Transport for Causal Partial-identification Problem AISTATS 2025 BudgetIV: Optimal Partial Identification of Causal Effects with Mostly Invalid Instruments AISTATS 2025 C2MIL: Synchronizing Semantic and Topological Causalities in Multiple Instance Learning for Robust and Interpretable Survival Analysis ICCV 2025 CABIN: Debiasing Vision-Language Models Using Backdoor Adjustments IJCAI 2025 CARL: Causality-guided Architecture Representation Learning for an Interpretable Performance Predictor ICCV 2025 Castle: Causal Cascade Updates in Relational Databases with Large Language Models EMNLP 2025 CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models EMNLP 2025 Causal Abstraction: A Theoretical Foundation for Mechanistic Interpretability JMLR 2025 Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting IJCAI 2025 Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning ICLR 2025 Causal Denoising Prototypical Network for Few-Shot Multi-label Aspect Category Detection ACL 2025 Causal Effect of Functional Treatment JMLR 2025 Causal Eligibility Traces for Confounding Robust Off-Policy Evaluation UAI 2025 Causal-Entity Reflected Egocentric Traffic Accident Video Synthesis ICCV 2025 Causal Estimation of Tokenisation Bias ACL 2025 CausalEval: Towards Better Causal Reasoning in Language Models NAACL 2025