Trapdoor hash functions (TDHs) are compressing hash functions, with an additional trapdoor functionality: Given an encoding key for a function f, a hash on x together with a (small) input encoding allow one to recover f(x). TDHs are a versatile tool and a useful building block for more complex cryptographic protocols. In this work, we propose the first TDH construction assuming the (quasi-polynomial) hardness of the LPN problem with noise rate
ε=O(log1+βn/n) for
β>0 , i.e., in the so-called low-noise regime. The construction achieves
2Θ(log1−βλ) compression factor. As an application, we obtain private-information retrieval (PIR) with communication complexity
L/2Θ(log1−βL) , for a database of size L. This is the first PIR scheme with non-trivial communication complexity (asymptotically smaller than L) from any code-based assumption.