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On the curses of future and history in future-dependent value functions for off-policy evaluation
We study off-policy evaluation (OPE) in partially observable environments with complex
observations, with the goal of develo** estimators whose guarantee avoids exponential …
observations, with the goal of develo** estimators whose guarantee avoids exponential …
Probabilistic loop synthesis from sequences of moments
M Stankovič, E Bartocci - … on Quantitative Evaluation of Systems and …, 2024 - Springer
Probabilistic program synthesis consists in automatically creating programs generating
random values adhering to specified distributions. We consider here the family of …
random values adhering to specified distributions. We consider here the family of …
Testing self-reducible samplers
R Bhattacharyya, S Chakraborty, Y Pote… - Proceedings of the …, 2024 - ojs.aaai.org
Samplers are the backbone of the implementations of any randomised algorithm.
Unfortunately, obtaining an efficient algorithm to test the correctness of samplers is very hard …
Unfortunately, obtaining an efficient algorithm to test the correctness of samplers is very hard …
Causal Learning in Biomedical Applications: A Benchmark
Learning causal relationships between a set of variables is a challenging problem in
computer science. Many existing artificial benchmark datasets are based on sampling from …
computer science. Many existing artificial benchmark datasets are based on sampling from …
Monotonicity Testing of High-Dimensional Distributions with Subcube Conditioning
We study monotonicity testing of high-dimensional distributions on $\{-1, 1\}^ n $ in the
model of subcube conditioning, suggested and studied by Canonne, Ron, and …
model of subcube conditioning, suggested and studied by Canonne, Ron, and …
Probabilistic Loop Synthesis
M Stankovič, E Bartoccid - … of Systems and Formal Modeling and …, 2024 - books.google.com
Probabilistic program synthesis consists in automatically creating programs generating
random values adhering to specified dis-tributions. We consider here the family of …
random values adhering to specified dis-tributions. We consider here the family of …