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Electronic Colloquium on Computational Complexity

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TR20-058 | 24th April 2020
Shafi Goldwasser, Guy Rothblum, Jonathan Shafer, Amir Yehudayoff

Interactive Proofs for Verifying Machine Learning

Revisions: 1

We consider the following question: using a source of labeled data and interaction with an untrusted prover, what is the complexity of verifying that a given hypothesis is "approximately correct"? We study interactive proof systems for PAC verification, where a verifier that interacts with a prover is required to accept ... more >>>


TR20-057 | 20th April 2020
Alexander Golovnev, Gleb Posobin, Oded Regev, Omri Weinstein

Polynomial Data Structure Lower Bounds in the Group Model

Revisions: 1

Proving super-logarithmic data structure lower bounds in the static \emph{group model} has been a fundamental challenge in computational geometry since the early 80's. We prove a polynomial ($n^{\Omega(1)}$) lower bound for an explicit range counting problem of $n^3$ convex polygons in $\R^2$ (each with $n^{\tilde{O}(1)}$ facets/semialgebraic-complexity), against linear storage arithmetic ... more >>>


TR20-056 | 17th April 2020
James Cook, Ian Mertz

Catalytic Approaches to the Tree Evaluation Problem

The study of branching programs for the Tree Evaluation Problem, introduced by S. Cook et al. (TOCT 2012), remains one of the most promising approaches to separating L from P. Given a label in $[k]$ at each leaf of a complete binary tree and an explicit function in $[k]^2 \to ... more >>>



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