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LWE / BKW · q ≍ n², width ≍ n · 8n samples

On the Asymptotic Complexity of Solving LWE

Gottfried Herold · Elena Kirshanova · Alexander May

Designs, Codes and Cryptography 2018

PublishedSource checked
Time bound
2(2/[4−2−4/8]+o(1)) n
Space bound
2(2/[4−2−4/8]+o(1)) n
Source / version date
2018
Cost scale
2c n + o(n)
Input samples
m=(8+o(1))n original samples
Model / assumptions
q exponent 2; Gaussian-width exponent 1; the strict theorem inequalities hold
Exact coefficient / bound
2/[4−2−4/8]

Assumptions and source notes

Parameter substitution in the checked analysis; no priority claim for the underlying algorithm.

Source location

Theorem 11, second display
Version: Undated 30-page author manuscript checked 2026-11-08; journal 86(1), 2018; original 2015 preprint not version-compared

Selected earlier references

Selected sources cited by this paper.

  1. An Improved BKW Algorithm for LWE with Applications to Cryptography and Lattices

    Paul Kirchner · Pierre-Alain Fouque · 2015

    Uses the improved unlimited-sample analysis and examines its amplification proof. §7.1–7.2, reference [27]; §7.3

  2. Coded-BKW: Solving LWE Using Lattice Codes

    Qian Guo · Thomas Johansson · Paul Stankovski · 2015

    Credits an independently proposed first-phase BKW modification. §7.2, reference [22]

  3. On the Complexity of the BKW Algorithm on LWE

    Martin R. Albrecht · Carlos Cid · Jean-Charles Faugère · Robert Fitzpatrick · Ludovic Perret · 2015

    Explains the simplified search analysis’s parameter choice and presents the +1/2 refinement. §7.1, reference [4], after Equation (10)

  4. The Parity Problem in the Presence of Noise, Decoding Random Linear Codes, and the Subset Sum Problem

    Vadim Lyubashevsky · 2005

    Extends the polynomial-sample amplification idea from LPN to LWE. §7.3, reference [34]

  5. Noise-Tolerant Learning, the Parity Problem, and the Statistical Query Model

    Avrim Blum · Adam Kalai · Hal Wasserman · 2000

    Uses the original LPN BKW algorithm as the starting point. Introduction; §7, reference [13]

Primary source ↗

@article{hkm2015-asymptotic,
  author = {Gottfried Herold and Elena Kirshanova and Alexander May},
  title = {{On the Asymptotic Complexity of Solving LWE}},
  journal = {Designs, Codes and Cryptography},
  year = {2018},
  volume = {86},
  number = {1},
  pages = {55--83},
  doi = {10.1007/s10623-016-0326-0},
  url = {https://elenakirshanova.github.io/Papers/on_the_asymptotic_complexity.pdf},
  keywords = {LWE, BKW, sample amplification, asymptotic analysis},
  cr_date = {2018-12-31},
  cr_date_precision = {year},
  cr_status = {published},
  cr_venue = {Designs, Codes and Cryptography 86(1)},
  cr_author_ids = {gottfried-herold; elena-kirshanova; alexander-may},
  note = {First preprint: IACR ePrint 2015/1222; checked author manuscript is undated}
}