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Causal Inference

3310 directly classified papers

Papers per year

Papers

CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions ACL 2022
Low Resource Causal Event Detection from Biomedical Literature ACL 2022
Causal Imputation via Synthetic Interventions CLEAR 2022
Exploring Domain-Invariant Parameters for Source Free Domain Adaptation CVPR 2022
Look for the Change: Learning Object States and State-Modifying Actions From Untrimmed Web Videos CVPR 2022
Towards Robust and Adaptive Motion Forecasting: A Causal Representation Perspective CVPR 2022
Same Cause; Different Effects in the Brain CLEAR 2022
ProofInfer: Generating Proof via Iterative Hierarchical Inference EMNLP 2022
Interventional Training for Out-Of-Distribution Natural Language Understanding EMNLP 2022
Identifying Coarse-grained Independent Causal Mechanisms with Self-supervision CLEAR 2022
Integrative $R$-learner of heterogeneous treatment effects combining experimental and observational studies CLEAR 2022
Neural Networks with Physics-Informed Architectures and Constraints for Dynamical Systems Modeling L4DC 2022
Amortized Inference for Causal Structure Learning NIPS 2022
Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability NIPS 2022
Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE 2022): Workshop and Shared Task Report EMNLP 2022
Deep Learning Methods for Proximal Inference via Maximum Moment Restriction NIPS 2022
Generalization Bounds for Estimating Causal Effects of Continuous Treatments NIPS 2022
CLEVRER-Humans: Describing Physical and Causal Events the Human Way NIPS 2022
Causal Identification under Markov equivalence: Calculus, Algorithm, and Completeness NIPS 2022
Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems NIPS 2022
Partial Identification of Treatment Effects with Implicit Generative Models NIPS 2022
Neural Conservation Laws: A Divergence-Free Perspective NIPS 2022
Weakly supervised causal representation learning NIPS 2022
Off-Policy Evaluation for Episodic Partially Observable Markov Decision Processes under Non-Parametric Models NIPS 2022
Causally motivated multi-shortcut identification and removal NIPS 2022