Some Staged Tree Models For Learning From Interventions

Published on ● Video Link: https://www.youtube.com/watch?v=95V5MLEW9CA



Duration: 29:20
180 views
0


Liam Solus (KTH)
https://simons.berkeley.edu/talks/some-staged-tree-models-learning-interventions
Learning from Interventions




Other Videos By Simons Institute for the Theory of Computing


2022-02-26Rebel: Combining Deep Reinforcement Learning and Search for Imperfect-Information Games
2022-02-26Generalized Energy-Based Models
2022-02-25Learning Uninformative Representations
2022-02-25Of Moments and Matching: Trade-offs and Treatments in Imitation Learning
2022-02-25Policy Gradient: Optimal Estimation, Convergence, and Generalization beyond Cumulative Rewards
2022-02-25Are Single-Loop Algorithms Sufficient for Unbalanced Minimax Optimization?
2022-02-25Zeroth-Order Methods for Convex-Concave Minmax Problems: Learning from Strategically Generated Data
2022-02-25Halpern Iteration and Equilibria Problems
2022-02-24Computationally Efficient Alternatives to Nonconvex-Nonconcave Min-Max Optimization
2022-02-16Balancing Covariates In Randomized Experiments: The Gram--Schmidt Walk Design
2022-02-16Some Staged Tree Models For Learning From Interventions
2022-02-16Learning And Testing Causal Models: A Property Testing Viewpoint
2022-02-16Panel Discussion
2022-02-16Machine Learning-Based Design Of Proteins
2022-02-15Searching For Causal Genetic Mechanisms Across Human Populations
2022-02-15To Adjust Or Not To Adjust? Estimating The Average Treatment Effect In Randomized Experiments...
2022-02-15Panel Discussion
2022-02-15Learning from RCTs in Public Health and Medicine
2022-02-15Counterfactual Inference For Sequential Experiment Design
2022-02-15Panel Discussion
2022-02-15Online Reinforcement Learning With The Help Of Confounded Offline Data