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Causal Inference

3310 directly classified papers

Papers per year

Papers

Causal Modeling with Stationary Diffusions AISTATS 2024
Implicit Personalization in Language Models: A Systematic Study EMNLP 2024
The Mystery of Compositional Generalization in Graph-based Generative Commonsense Reasoning EMNLP 2024
SALMON: A Structure-Aware Language Model with logicality and densification strategy for Temporal Knowledge Graph Reasoning EMNLP 2024
Proximal Causal Inference for Synthetic Control with Surrogates AISTATS 2024
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense Reasoning EMNLP 2024
Causal ATE Mitigates Unintended Bias in Controlled Text Generation CONLL 2024
Abstract-level Deductive Reasoning for Pre-trained Language Models COLING 2024
Exploiting Representation Curvature for Boundary Detection in Time Series NIPS 2024
Data-driven bifurcation analysis via learning of homeomorphism L4DC 2024
CausalCite: A Causal Formulation of Paper Citations ACL 2024
CLEAR: Can Language Models Really Understand Causal Graphs? EMNLP 2024
CELLO: Causal Evaluation of Large Vision-Language Models EMNLP 2024
Inference Helps PLMs’ Conceptual Understanding: Improving the Abstract Inference Ability with Hierarchical Conceptual Entailment Graphs EMNLP 2024
Muscles in Time: Learning to Understand Human Motion In-Depth by Simulating Muscle Activations NIPS 2024
MedAdapter: Efficient Test-Time Adaptation of Large Language Models Towards Medical Reasoning EMNLP 2024
Enabling Discriminative Reasoning in LLMs for Legal Judgment Prediction EMNLP 2024
Discovering Heterogeneous Causal Effects in Relational Data AAAI 2024
Evaluating Pre-trial Programs Using Interpretable Machine Learning Matching Algorithms for Causal Inference AAAI 2024
Learning Fair Policies for Multi-Stage Selection Problems from Observational Data AAAI 2024
s-ID: Causal Effect Identification in a Sub-population AAAI 2024
Generalized Planning for the Abstraction and Reasoning Corpus AAAI 2024
Taming Generative Diffusion Prior for Universal Blind Image Restoration NIPS 2024
FOLIO: Natural Language Reasoning with First-Order Logic EMNLP 2024
Temporal Cognitive Tree: A Hierarchical Modeling Approach for Event Temporal Relation Extraction EMNLP 2024