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Papers
Causal-LLM: A Unified One-Shot Framework for Prompt- and Data-Driven Causal Graph Discovery
EMNLP 2025
Causal Order: The Key to Leveraging Imperfect Experts in Causal Inference
ICLR 2025
Com2 : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models
ACL 2025
Constraint-based Causal Discovery from a Collection of Conditioning Sets
UAI 2025
Context-Aware Reasoning On Parametric Knowledge for Inferring Causal Variables
EMNLP 2025
DCILP: A Distributed Approach for Large-Scale Causal Structure Learning
AAAI 2025
Debiased Multimodal Understanding for Human Language Sequences
AAAI 2025
Discovering Physics Laws of Dynamical Systems via Invariant Function Learning
ICML 2025
Doubly robust identification of treatment effects from multiple environments
ICLR 2025
Efficient Constraint-based Window Causal Graph Discovery in Time Series with Multiple Time Lags
IJCAI 2025
Hierarchical Reinforcement Learning with Targeted Causal Interventions
ICML 2025
Identifiability of Causal Graphs under Non-Additive Conditionally Parametric Causal Models
JMLR 2025
IRIS: An Iterative and Integrated Framework for Verifiable Causal Discovery in the Absence of Tabular Data
ACL 2025
Learning Causal Transition Matrix for Instance-dependent Label Noise
AAAI 2025
Multi-Objective Causal Bayesian Optimization
ICML 2025
On the Representation of Pairwise Causal Background Knowledge and Its Applications in Causal Inference
JMLR 2025
Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity Documents
ICLR 2025
Recovery of Causal Graph Involving Latent Variables via Homologous Surrogates
ICLR 2025
Recursive Causal Discovery
JMLR 2025
Root Cause Analysis of Failures from Partial Causal Structures
UAI 2025
SPACETIME: Causal Discovery from Non-Stationary Time Series
AAAI 2025
Sparse Causal Discovery with Generative Intervention for Unsupervised Graph Domain Adaptation
ICML 2025
Systems with Switching Causal Relations: A Meta-Causal Perspective
ICLR 2025
Testing Causal Models with Hidden Variables in Polynomial Delay via Conditional Independencies
AAAI 2025
Toward Falsifying Causal Graphs Using a Permutation-Based Test
AAAI 2025