English

Polynomial Pass Semi-Streaming Lower Bounds for K-Cores and Degeneracy

Data Structures and Algorithms 2024-05-24 v1 Computational Complexity

Abstract

The following question arises naturally in the study of graph streaming algorithms: "Is there any graph problem which is "not too hard", in that it can be solved efficiently with total communication (nearly) linear in the number nn of vertices, and for which, nonetheless, any streaming algorithm with O~(n)\tilde{O}(n) space (i.e., a semi-streaming algorithm) needs a polynomial nΩ(1)n^{\Omega(1)} number of passes?" Assadi, Chen, and Khanna [STOC 2019] were the first to prove that this is indeed the case. However, the lower bounds that they obtained are for rather non-standard graph problems. Our first main contribution is to present the first polynomial-pass lower bounds for natural "not too hard" graph problems studied previously in the streaming model: kk-cores and degeneracy. We devise a novel communication protocol for both problems with near-linear communication, thus showing that kk-cores and degeneracy are natural examples of "not too hard" problems. Indeed, previous work have developed single-pass semi-streaming algorithms for approximating these problems. In contrast, we prove that any semi-streaming algorithm for exactly solving these problems requires (almost) Ω(n1/3)\Omega(n^{1/3}) passes. Our second main contribution is improved round-communication lower bounds for the underlying communication problems at the basis of these reductions: * We improve the previous lower bound of Assadi, Chen, and Khanna for hidden pointer chasing (HPC) to achieve optimal bounds. * We observe that all current reductions from HPC can also work with a generalized version of this problem that we call MultiHPC, and prove an even stronger and optimal lower bound for this generalization. These two results collectively allow us to improve the resulting pass lower bounds for semi-streaming algorithms by a polynomial factor, namely, from n1/5n^{1/5} to n1/3n^{1/3} passes.

Keywords

Cite

@article{arxiv.2405.14835,
  title  = {Polynomial Pass Semi-Streaming Lower Bounds for K-Cores and Degeneracy},
  author = {Sepehr Assadi and Prantar Ghosh and Bruno Loff and Parth Mittal and Sagnik Mukhopadhyay},
  journal= {arXiv preprint arXiv:2405.14835},
  year   = {2024}
}

Comments

Accepted at CCC 2024