Foto von Anna Baumeister

M.Sc. Anna Baumeister

Technische Universität München

Professur für Codierung und Kryptographie (Prof. Wachter-Zeh)


Theresienstr. 90
80333 München


  • Doctoral Candidate at the Chair of Communications Engineering, Coding and Cryptography group (Prof. Wachter-Zeh) since July 2021
  • Scientific Employee at the German Aerospace Center (DLR), Department of Satellite Networks, Quantum-Resistant Cryptography group since July 2021
  • M.Sc. Robotics, Cognition, Intelligence - TUM (2021)
  • B.Sc. Engineering Science - TUM (2018)


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Property-Preserving Hash Functions

Cryptography, Data Compression


A hash function is a deterministic map between an input string and a (usually shorter) output string. While this means that in theory hash functions can be used to compress data, it is not feasible to recover the input to a hash function given only its output. For two input strings that share a certain property (for example they are equal except for one symbol), the outputs are completely unrelated - the hash function behaves similar to a random oracle.

In contrast, Property-Preserving Hash (PPH) Functions are used to compress data in such a way that certain properties of the data remain preserved and can be evaluated based only on the hashed value, without knowledge of the original data. 

More formally, a PPH function compresses two messages x and y as h(x) and h(y) where some predicate P(x, y) can be computed as Eval(h(x), h(y)) such that P(x,y) = Eval(h(x)h(y)).

The student should familiarize themselves with the concept of PPH functions using the main paper listed below, which describes the construction of a property-preserving hash function for the Hamming distance predicate.

The final report should include a description of PPH functions, their construction and some applications (possibly using some of the additional resources listed below).


Main Paper:

Property-Preserving Hash Functions from Standard Assumptions (


Additional Reading:

- Adversarially Robust Property-Preserving Hash Functions (

- Robust Property-Preserving Hash Functions for Hamming Distance and More ( A nice talk given by one of the authors of this paper from EUROCRYPT22 can also be found on the IACR Youtube channel.

- Property-Preserving Hash Functions and Combinatorial Group Testing (


Anna Baumeister