Pseudodeterminism: promises and lowerbounds
Peter Dixon, Aduri Pavan, Jason Vander Woude, N. V. Vinodchandran
Abstract
A probabilistic algorithm A is pseudodeterministic if, on every input, there exists a canonical value that is output with high probability. If the algorithm outputs one of k canonical values with high probability, then it is called a k-pseudodeterministic algorithm. In the study of pseudodeterminism, the Acceptance Probability Estimation Problem (APEP), which is to additively approximate the acceptance probability of a Boolean circuit, is emerging as a central computational problem. This problem admits a 2-pseudodeterministic algorithm. Recently, it was shown that a pseudodeterministic algorithm for this problem would imply that any multi-valued function that admits a k-pseudodeterministic algorithm for a constant k (including approximation algorithms) also admits a pseudodeterministic algorithm (Dixon, Pavan, Vinodchandran; ITCS 2021).
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Install the CLIlune papers get 37f82029-db6a-45eb-ba18-e95e901bf120Cited by top-tier papers5
- List and Certificate Complexities in Replicable LearningPeter Dixon, Aduri Pavan, Jason Vander Woude, N. V. VinodchandranNeurIPS 2023 · 18 citations
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- Replicability in Learning: Geometric Partitions and KKM-Sperner LemmaJason Vander Woude, Peter Dixon, Aduri Pavan, Jamie Radcliffe et al.NeurIPS 2024 · 6 citations
- On the Complexity of Avoiding Heavy ElementsZhenjian Lu, Igor C. Oliveira, Hanlin Ren, Rahul SanthanamFOCS 2024 · 2 citations
- Tight Space Lower Bound for Pseudo-Deterministic Approximate CountingOfer Grossman, Meghal Gupta, Mark SellkeFOCS 2023 · 1 citation
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