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Lifting theorems are theorems that relate the query complexity of a function $f:\{0,1\}^{n}\to\{0,1\}$ to the communication complexity of the composed function $f \circ g^{n}$, for some "gadget" $g:\{0,1\}^{b}\times\{0,1\}^{b}\to\{0,1\}$.…

计算复杂性 · 计算机科学 2021-10-06 Arkadev Chattopadhyay , Yuval Filmus , Sajin Koroth , Or Meir , Toniann Pitassi

Lifting theorems are theorems that bound the communication complexity of a composed function $f\circ g^{n}$ in terms of the query complexity of $f$ and the communication complexity of $g$. Such theorems constitute a powerful generalization…

计算复杂性 · 计算机科学 2024-04-12 Yahel Manor , Or Meir

We show that the deterministic decision tree complexity of a (partial) function or relation $f$ lifts to the deterministic parity decision tree (PDT) size complexity of the composed function/relation $f \circ g$ as long as the gadget $g$…

计算复杂性 · 计算机科学 2023-10-19 Arkadev Chattopadhyay , Nikhil S. Mande , Swagato Sanyal , Suhail Sherif

We present a technique of proving lower bounds for noisy computations. This is achieved by a theorem connecting computations on a kind of randomized decision trees and sampling based algorithms. This approach is surprisingly powerful, and…

计算复杂性 · 计算机科学 2015-03-03 Chinmoy Dutta , Jaikumar Radhakrishnan

In the decision tree computation model for Boolean functions, the depth corresponds to query complexity, and size corresponds to storage space. The depth measure is the most well-studied one, and is known to be polynomially related to…

计算复杂性 · 计算机科学 2022-09-27 Yogesh Dahiya , Meena Mahajan

The apparent difficulty of efficient distribution-free PAC learning has led to a large body of work on distribution-specific learning. Distributional assumptions facilitate the design of efficient algorithms but also limit their reach and…

机器学习 · 计算机科学 2025-06-23 Guy Blanc , Jane Lange , Carmen Strassle , Li-Yang Tan

We give improved separations for the query complexity analogue of the log-approximate-rank conjecture i.e. we show that there are a plethora of total Boolean functions on $n$ input bits, each of which has approximate Fourier sparsity at…

计算复杂性 · 计算机科学 2020-09-08 Arkadev Chattopadhyay , Ankit Garg , Suhail Sherif

We prove a sensitivity-to-communication lifting theorem for arbitrary gadgets. Given functions $f: \{0,1\}^n\to \{0,1\}$ and $g : \mathcal X\times \mathcal Y\to \{0,1\}$, denote $f\circ g(x,y) := f(g(x_1,y_1),\ldots,g(x_n,y_n))$. We show…

计算复杂性 · 计算机科学 2025-04-01 Siddharth Iyer

Set-disjointness problems are one of the most fundamental problems in communication complexity and have been extensively studied in past decades. Given its importance, many lower bound techniques were introduced to prove communication lower…

计算复杂性 · 计算机科学 2023-09-26 Guangxu Yang , Jiapeng Zhang

We study parity decision trees for Boolean functions. The motivation of our study is the log-rank conjecture for XOR functions and its connection to Fourier analysis and parity decision tree complexity. Let f be a Boolean function with…

计算复杂性 · 计算机科学 2020-08-04 Nikhil S. Mande , Swagato Sanyal

Recently, Chattopadhyay et al. (\cite{chattopadhyay2017simulation}) proved that any gadget having so called \emph{hitting distributions} admits deterministic "query-to-communication" simulation theorem. They applied this result to Inner…

计算复杂性 · 计算机科学 2018-07-09 Alexander Kozachinskiy

We study the relationship between various one-way communication complexity measures of a composed function with the analogous decision tree complexity of the outer function. We consider two gadgets: the AND function on 2 inputs, and the…

计算复杂性 · 计算机科学 2022-01-19 Nikhil S. Mande , Swagato Sanyal , Suhail Sherif

Lifting theorems are one of the most powerful tools for proving communication lower bounds, with numerous downstream applications in proof complexity, monotone circuit lower bounds, data structures, and combinatorial optimization. However,…

计算复杂性 · 计算机科学 2025-06-17 Guangxu Yang , Jiapeng Zhang

Let $f: \{0,1\}^n \to \{0, 1\}$ be a boolean function, and let $f_\land (x, y) = f(x \land y)$ denote the AND-function of $f$, where $x \land y$ denotes bit-wise AND. We study the deterministic communication complexity of $f_\land$ and show…

计算复杂性 · 计算机科学 2020-10-23 Alexander Knop , Shachar Lovett , Sam McGuire , Weiqiang Yuan

The class $FORMULA[s] \circ \mathcal{G}$ consists of Boolean functions computable by size-$s$ de Morgan formulas whose leaves are any Boolean functions from a class $\mathcal{G}$. We give lower bounds and (SAT, Learning, and PRG) algorithms…

计算复杂性 · 计算机科学 2020-02-21 Valentine Kabanets , Sajin Koroth , Zhenjian Lu , Dimitrios Myrisiotis , Igor Oliveira

A fundamental problem in data management is to find the elements in an array that match a query. Recently, learned indexes are being extensively used to solve this problem, where they learn a model to predict the location of the items in…

数据库 · 计算机科学 2023-06-21 Sepanta Zeighami , Cyrus Shahabi

We show that for a relation $f\subseteq \{0,1\}^n\times \mathcal{O}$ and a function $g:\{0,1\}^{m}\times \{0,1\}^{m} \rightarrow \{0,1\}$ (with $m= O(\log n)$), $$\mathrm{R}_{1/3}(f\circ g^n) = \Omega\left(\mathrm{R}_{1/3}(f) \cdot…

计算复杂性 · 计算机科学 2018-01-23 Anurag Anshu , Naresh B. Goud , Rahul Jain , Srijita Kundu , Priyanka Mukhopadhyay

Information-theoretic methods have proven to be a very powerful tool in communication complexity, in particular giving an elegant proof of the linear lower bound for the two-party disjointness function, and tight lower bounds on…

计算复杂性 · 计算机科学 2014-07-22 Troy Lee , Nikos Leonardos , Michael Saks , Fengming Wang

We significantly strengthen and generalize the theorem lifting Nullstellensatz degree to monotone span program size by Pitassi and Robere (2018) so that it works for any gadget with high enough rank, in particular, for useful gadgets such…

计算复杂性 · 计算机科学 2020-01-08 Susanna F. de Rezende , Or Meir , Jakob Nordström , Toniann Pitassi , Robert Robere , Marc Vinyals

In the noisy query model, the (binary) return value of every query (possibly repeated) is independently flipped with some fixed probability $p \in (0, 1/2)$. In this paper, we obtain tight bounds on the noisy query complexity of several…

数据结构与算法 · 计算机科学 2025-02-17 Yuzhou Gu , Xin Li , Yinzhan Xu
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