Empirical or Invariant Risk Minimization? A Sample Complexity Perspective
- Kartik Ahuja
- Jun Wang
- et al.
- 2021
- ICLR 2021
Publications
89 results for Causality
Grounding Physical Object and Event Concepts Through Dynamic Visual Reasoning
- Zhenfang Chen
- Jiayuan Mao
- et al.
- 2021
- ICLR 2021
Causal Inference Q-Network: Toward Resilient Reinforcement Learning
- Huck Yang
- I-Te Hung
- et al.
- 2021
- ICLR 2021
Emulated Clinical Trials from Longitudinal Real-World Data Efficiently Identify Candidates for Neurological Disease Modification: Examples from Parkinson’s Disease
- Daphna Laifenfeld
- Chen Yanover
- et al.
- 2021
- Frontiers in Pharmacology
High-Dimensional Feature Selection for Sample Efficient Treatment Effect Estimation
- Kristjan Greenewald
- Karthikeyan Shanmugam
- et al.
- 2021
- AISTATS 2021
Linear Regression Games: Convergence Guarantees to Approximate Out-of-Distribution Solutions
- Kartik Ahuja
- Karthikeyan Shanmugam
- et al.
- 2021
- AISTATS 2021
Automated Meta-Analysis in Medical Research: A Causal Learning Perspective
- Lu Cheng
- Dmitriy A. Katz-Rogozhnikov
- et al.
- 2021
- CHIL 2021
Ordinal Historical Dependence in Graphical Event Models with Tree Representations
- Debarun Bhattacharjya
- Tian Gao
- et al.
- 2021
- AAAI 2021
Unsupervised Causal Knowledge Extraction from Text using Natural Language Inference
- Manik Bhandari
- Mark Feblowitz
- et al.
- 2021
- AAAI 2021
Cause-effect association between event pairs in event datasets
- Debarun Bhattacharjya
- Tian Gao
- et al.
- 2021
- IJCAI 2020