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Causal Inference

3310 directly classified papers

Papers per year

Papers

Counterfactual Explanations of Time Varying Rankings (Student Abstract) AAAI 2025

A Multi-Level Benchmark for Causal Language Understanding in Social Media Discourse EMNLP 2025

CCG: Rare-Label Prediction via Neural SEM–Driven Causal Game EMNLP 2025

HDiff: Confidence-Guided Denoising Diffusion for Robust Hyper-relational Link Prediction EMNLP 2025

CoDeR: Counterfactual Demand Reasoning for Sequential Recommendation AAAI 2025

Modeling Bottom-up Information Quality during Language Processing EMNLP 2025

Human-AI Coevolution (Abstract Reprint) IJCAI 2025

Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction IJCAI 2025

Flow-based Time-aware Causal Structure Learning for Sequential Recommendation IJCAI 2025

Hybrid Local Causal Discovery IJCAI 2025

Generalized Deep Multi-view Clustering via Causal Learning with Partially Aligned Cross-view Correspondence ICCV 2025

Enhancing Counterfactual Estimation: A Focus on Temporal Treatments IJCAI 2025

Interaction-Data-guided Conditional Instrumental Variables for Debiasing Recommender Systems IJCAI 2025

LLM-DR: A Novel LLM-Aided Diffusion Model for Rule Generation on Temporal Knowledge Graphs AAAI 2025

Language Models over Large-Scale Knowledge Base: on Capacity, Flexibility and Reasoning for New Facts COLING 2025

On the Representation of Pairwise Causal Background Knowledge and Its Applications in Causal Inference JMLR 2025

Label Distribution Learning with Biased Annotations Assisted by Multi-Label Learning IJCAI 2025

ComplexTempQA: A 100m Dataset for Complex Temporal Question Answering EMNLP 2025

Efficient Constraint-based Window Causal Graph Discovery in Time Series with Multiple Time Lags IJCAI 2025

TSTAI: A Time-varying Brain Effective Connectivity Network Construction Method Combining with Brain Active Information IJCAI 2025

Fuzzy Collaborative Reasoning AAAI 2025

Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning EMNLP 2025

Joint Scheduling of Causal Prompts and Tasks for Multi-Task Learning CVPR 2025

Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting IJCAI 2025

Substitute Adjustment via Recovery of Latent Variables JMLR 2025