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We introduce Hausdorff (complexity) classes, which provide canonical characterizations of the intermediate levels of the iterated exponential hierarchies, including the Polynomial Hierarchy, the (Weak) Exponential Hierarchy, and…

计算复杂性 · 计算机科学 2026-04-14 Enrico Malizia

Kernelization is the standard framework to analyze preprocessing routines mathematically. Here, in terms of efficiency, we demand the preprocessing routine to run in time polynomial in the input size. However, today, various NP-complete…

计算复杂性 · 计算机科学 2025-08-15 Hendrik Molter , Meirav Zehavi

Q-learning methods represent a commonly used class of algorithms in reinforcement learning: they are generally efficient and simple, and can be combined readily with function approximators for deep reinforcement learning (RL). However, the…

机器学习 · 计算机科学 2019-02-28 Justin Fu , Aviral Kumar , Matthew Soh , Sergey Levine

This article discusses completeness of Boolean Algebra as First Order Theory in Goedel's meaning. If Theory is complete then any possible transformation is equivalent to some transformation using axioms, predicates etc. defined for this…

逻辑 · 数学 2007-06-13 Radoslaw Hofman

We consider the problem of designing succinct navigational oracles, i.e., succinct data structures supporting basic navigational queries such as degree, adjacency, and neighborhood efficiently for intersection graphs on a circle, which…

数据结构与算法 · 计算机科学 2020-10-12 Hüseyin Acan , Sankardeep Chakraborty , Seungbum Jo , Kei Nakashima , Kunihiko Sadakane , Srinivasa Rao Satti

Comparator circuits are a natural circuit model for studying bounded fan-out computation whose power sits between nondeterministic branching programs and general circuits. Despite having been studied for nearly three decades, the first…

计算复杂性 · 计算机科学 2021-12-01 Bruno P. Cavalar , Zhenjian Lu

The past decade has seen a significant interest in learning tractable probabilistic representations. Arithmetic circuits (ACs) were among the first proposed tractable representations, with some subsequent representations being instances of…

人工智能 · 计算机科学 2017-08-25 Arthur Choi , Adnan Darwiche

Several prominent quantum computing algorithms--including Grover's search algorithm and Shor's algorithm for finding the prime factorization of an integer--employ subcircuits termed 'oracles' that embed a specific instance of a mathematical…

We establish new lower-bounds for the information complexity of mixed-integer convex optimization under two "bit-wise" oracles. The first oracle provides bits of first-order information in the standard coordinate model, and the second…

最优化与控制 · 数学 2025-11-05 Amitabh Basu , Phillip Kerger , Marco Molinaro

We study a general clustering setting in which we have $n$ elements to be clustered, and we aim to perform as few queries as possible to an oracle that returns a noisy sample of the weighted similarity between two elements. Our setting…

机器学习 · 统计学 2024-11-05 Yuko Kuroki , Atsushi Miyauchi , Francesco Bonchi , Wei Chen

Probabilistic circuits (PCs) have gained prominence in recent years as a versatile framework for discussing probabilistic models that support tractable queries and are yet expressive enough to model complex probability distributions.…

机器学习 · 计算机科学 2024-03-12 Pedro Zuidberg Dos Martires

We provide the first evidence for the inherent difficulty of finding complex sets with optimal proof systems. For this, we construct oracles $O_1$ and $O_2$ with the following properties, where $\mathrm{RE}$ denotes the class of recursively…

计算复杂性 · 计算机科学 2025-07-03 Fabian Egidy , Christian Glaßer

We give the first super-polynomial separation in the power of bounded-depth boolean formulas vs. circuits. Specifically, we consider the problem Distance $k(n)$ Connectivity, which asks whether two specified nodes in a graph of size $n$ are…

计算复杂性 · 计算机科学 2013-12-03 Benjamin Rossman

How can complexity theory and algorithms benefit from practical advances in computing? We give a short overview of some prior work using practical computing to attack problems in computational complexity and algorithms, informally describe…

计算复杂性 · 计算机科学 2008-11-11 Ryan Williams

This paper employs a powerful argument, called an algorithmic argument, to prove lower bounds of the quantum query complexity of a multiple-block ordered search problem in which, given a block number i, we are to find a location of a target…

量子物理 · 物理学 2016-05-24 Harumichi Nishimura , Tomoyuki Yamakami

Classical circuit complexity characterizes parallel computation in purely combinatorial terms, ignoring the physical constraints that govern real hardware. The standard classes $\mathbf{NC}$, $\mathbf{AC}$, and $\mathbf{TC}$ treat unlimited…

计算复杂性 · 计算机科学 2025-11-11 Benjamin Prada , Ankur Mali

We focus our attention onto polynomial-time sub-linear-space computation for decision problems, which are parameterized by size parameters $m(x)$, where the informal term "sub linear" means a function of the form $m(x)^{\varepsilon}\cdot…

计算复杂性 · 计算机科学 2019-01-18 Tomoyuki Yamakami

We study the computational power of shallow quantum circuits with $O(\log n)$ initialized and $n^{O(1)}$ uninitialized ancillary qubits, where $n$ is the input length and the initial state of the uninitialized ancillary qubits is arbitrary.…

量子物理 · 物理学 2021-03-02 Yasuhiro Takahashi , Seiichiro Tani

We present a constructive method to create quantum circuits that implement oracles $|x\rangle|y\rangle|0\rangle^k \mapsto |x\rangle|y \oplus f(x)\rangle|0\rangle^k$ for $n$-variable Boolean functions $f$ with low $T$-count. In our method…

量子物理 · 物理学 2019-08-06 Giulia Meuli , Mathias Soeken , Earl Campbell , Martin Roetteler , Giovanni De Micheli

A foundational question in quantum computational complexity asks how much more useful a quantum state can be in a given task than a comparable, classical string. Aaronson and Kuperberg showed such a separation in the presence of a quantum…

量子物理 · 物理学 2021-04-16 Nicholas LaRacuente