Mid-noise LPN ⇒ PKE
Statement
If decisional mid-noise LPN is hard at noise rate , the case of , then IND-CPA-secure PKE exists — Ale03. Hardness at any lower noise rate, including the low-noise regime , suffices, since adding independent noise maps its samples to rate- samples (noise monotonicity) — folklore.
Sketch
The public key is a random linear code and a noisy codeword , , whose noise of weight is the secret key; encrypts to for a random in the dual of the code spanned by and and a fresh of weight , and encrypts to a uniform vector. Since lies in that code, an encryption of has inner product with , biased toward because two independent weight- vectors in overlap in positions in expectation, while an encryption of has a uniform one, so the bit is recovered with constant advantage, which standard amplification boosts. Security is two decisional-LPN hybrids, replacing the noisy codeword and then the encryption of by uniform vectors.