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相关论文: A simpler strong refutation of random $k$-XOR

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Random constraint satisfaction problems (CSPs) are known to exhibit threshold phenomena: given a uniformly random instance of a CSP with $n$ variables and $m$ clauses, there is a value of $m = \Omega(n)$ beyond which the CSP will be…

数据结构与算法 · 计算机科学 2016-11-07 Prasad Raghavendra , Satish Rao , Tselil Schramm

We give an efficient algorithm to strongly refute \emph{semi-random} instances of all Boolean constraint satisfaction problems. The number of constraints required by our algorithm matches (up to polylogarithmic factors) the best-known…

计算复杂性 · 计算机科学 2020-09-18 Jackson Abascal , Venkatesan Guruswami , Pravesh K. Kothari

Under what condition is a random constraint satisfaction problem hard to refute by the sum-of-squares (SoS) algorithm? A sufficient condition is t-wise uniformity, that is, each constraint has a t-wise uniform distribution of satisfying…

计算复杂性 · 计算机科学 2026-05-01 Siu On Chan , Tommaso d'Orsi , Jeff Xu

A recent work (Korten, Pitassi, and Impagliazzo, FOCS 2025) established an insightful connection between static data structure lower bounds, range avoidance of $\text{NC}^0$ circuits, and the refutation of pseudorandom CSP instances,…

计算复杂性 · 计算机科学 2025-07-31 Venkatesan Guruswami , Xin Lyu , Weiqiang Yuan

For a $k$-ary predicate $P$, a random instance of CSP$(P)$ with $n$ variables and $m$ constraints is unsatisfiable with high probability when $m \gg n$. The natural algorithmic task in this regime is \emph{refutation}: finding a proof that…

计算复杂性 · 计算机科学 2016-10-11 Ryuhei Mori , David Witmer

We present an algorithm for strongly refuting smoothed instances of all Boolean CSPs. The smoothed model is a hybrid between worst and average-case input models, where the input is an arbitrary instance of the CSP with only the negation…

计算复杂性 · 计算机科学 2023-09-06 Venkatesan Guruswami , Pravesh K. Kothari , Peter Manohar

We give a public key encryption scheme with plausible quasi-exponential security based on the conjectured intractability of two constraint satisfaction problems (CSPs), both of which are instantiated with a corruption rate of $1 - o(1)$.…

密码学与安全 · 计算机科学 2026-04-14 Isaac M Hair , Amit Sahai

Let $P$ be a $k$-ary predicate over a finite alphabet. Consider a random CSP$(P)$ instance $I$ over $n$ variables with $m$ constraints. When $m \gg n$ the instance $I$ will be unsatisfiable with high probability, and we want to find a…

计算复杂性 · 计算机科学 2015-07-28 Sarah R. Allen , Ryan O'Donnell , David Witmer

Random constraint satisfaction problems (CSPs) such as random $3$-SAT are conjectured to be computationally intractable. The average case hardness of random $3$-SAT and other CSPs has broad and far-reaching implications on problems in…

计算复杂性 · 计算机科学 2019-11-11 Jonah Brown-Cohen , Prasad Raghavendra

A value of a CSP instance is typically defined as a fraction of constraints that can be simultaneously met. We propose an alternative definition of a value of an instance and show that, for purely combinatorial reasons, a value of an…

计算复杂性 · 计算机科学 2021-07-21 Libor Barto , Marcin Kozik

Let $P:\{0,1\}^k \to \{0,1\}$ be a nontrivial $k$-ary predicate. Consider a random instance of the constraint satisfaction problem $\mathrm{CSP}(P)$ on $n$ variables with $\Delta n$ constraints, each being $P$ applied to $k$ randomly chosen…

计算复杂性 · 计算机科学 2017-01-18 Pravesh K. Kothari , Ryuhei Mori , Ryan O'Donnell , David Witmer

Random instances of Constraint Satisfaction Problems (CSP's) appear to be hard for all known algorithms, when the number of constraints per variable lies in a certain interval. Contributing to the general understanding of the structure of…

离散数学 · 计算机科学 2009-04-20 Andrea Montanari , Ricardo Restrepo , Prasad Tetali

An active topic in the study of random constraint satisfaction problems (CSPs) is the geometry of the space of satisfying or almost satisfying assignments as the function of the density, for which a precise landscape of predictions has been…

数据结构与算法 · 计算机科学 2021-06-25 Jun-Ting Hsieh , Sidhanth Mohanty , Jeff Xu

Quantum information science currently poses a troubling contradiction. It can be summarized as: (1) To factor efficiently, quantum computers must perform exponentially precise energy estimation. (2) Exponentially precise energy estimation…

综合物理 · 物理学 2025-03-17 Liam P. McGuinness

In this short note, the author shows that the gap problem of some 3-XOR is NP-hard and can be solved by running Charikar\&Wirth's SDP algorithm for two rounds. To conclude, the author proves that $P=NP$.

计算复杂性 · 计算机科学 2015-11-10 Peng Cui

In 1981, Karp and Sipser proved a law of large numbers for the matching number of a sparse Erd\H{o}s-R\'enyi random graph, in an influential paper pioneering the so-called differential equation method for analysis of random graph processes.…

组合数学 · 数学 2025-01-28 Margalit Glasgow , Matthew Kwan , Ashwin Sah , Mehtaab Sawhney

We study random constraint satisfaction problems (CSPs) in the unsatisfiable regime. We relate the structure of near-optimal solutions for any Max-CSP to that for an associated spin glass on the hypercube, using the Guerra-Toninelli…

离散数学 · 计算机科学 2023-03-30 Chris Jones , Kunal Marwaha , Juspreet Singh Sandhu , Jonathan Shi

The study of phase transition phenomenon of NP complete problems plays an important role in understanding the nature of hard problems. In this paper, we follow this line of research by considering the problem of counting solutions of…

人工智能 · 计算机科学 2011-02-25 Minghao Yin , Ping Huang

Random constraint satisfaction problems (CSPs) have been widely studied both in AI and complexity theory. Empirically and theoretically, many random CSPs have been shown to exhibit a phase transition. As the ratio of constraints to…

离散数学 · 计算机科学 2017-01-24 Colin Wei , Stefano Ermon

Consider a system of $m$ polynomial equations $\{p_i(x) = b_i\}_{i \leq m}$ of degree $D\geq 2$ in $n$-dimensional variable $x \in \mathbb{R}^n$ such that each coefficient of every $p_i$ and $b_i$s are chosen at random and independently…

计算复杂性 · 计算机科学 2021-10-19 Jun-Ting Hsieh , Pravesh K. Kothari
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