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Causal Inference

3310 directly classified papers

Papers per year

Papers

Proximal Causal Inference With Text Data NIPS 2024
The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine Learning NIPS 2024
Partial Structure Discovery is Sufficient for No-regret Learning in Causal Bandits NIPS 2024
Structured Learning of Compositional Sequential Interventions NIPS 2024
Differentiable Structure Learning with Partial Orders NIPS 2024
Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data NIPS 2024
Learning the Latent Causal Structure for Modeling Label Noise NIPS 2024
A hierarchical decomposition for explaining ML performance discrepancies NIPS 2024
Off-policy estimation with adaptively collected data: the power of online learning NIPS 2024
A Local Method for Satisfying Interventional Fairness with Partially Known Causal Graphs NIPS 2024
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning NIPS 2024
Getting More Juice Out of the SFT Data: Reward Learning from Human Demonstration Improves SFT for LLM Alignment NIPS 2024
On the Curses of Future and History in Future-dependent Value Functions for Off-policy Evaluation NIPS 2024
Identifying Latent State-Transition Processes for Individualized Reinforcement Learning NIPS 2024
Efficient Policy Evaluation Across Multiple Different Experimental Datasets NIPS 2024
Do Finetti: On Causal Effects for Exchangeable Data NIPS 2024
Re-evaluating the Tomes for the Times COLING 2024
Causal Dependence Plots NIPS 2024
Is the MMI Criterion Necessary for Interpretability? Degenerating Non-causal Features to Plain Noise for Self-Rationalization NIPS 2024
IncomeSCM: From tabular data set to time-series simulator and causal estimation benchmark NIPS 2024
Conditional Outcome Equivalence: A Quantile Alternative to CATE NIPS 2024
Adaptive Experimentation When You Can't Experiment NIPS 2024
Unveiling Causal Reasoning in Large Language Models: Reality or Mirage? NIPS 2024
Characterization and Learning of Causal Graphs with Small Conditioning Sets NIPS 2023
K-Nearest-Neighbor Local Sampling Based Conditional Independence Testing NIPS 2023