Nothing-up-my-sleeve Number
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cryptography Cryptography, or cryptology (from "hidden, secret"; and ''graphein'', "to write", or ''-logy, -logia'', "study", respectively), is the practice and study of techniques for secure communication in the presence of Adversary (cryptography), ...
, nothing-up-my-sleeve numbers are any numbers which, by their construction, are above suspicion of hidden properties. They are used in creating cryptographic functions such as hashes and
cipher In cryptography, a cipher (or cypher) is an algorithm for performing encryption or decryption—a series of well-defined steps that can be followed as a procedure. An alternative, less common term is ''encipherment''. To encipher or encode i ...
s. These algorithms often need randomized constants for mixing or initialization purposes. The cryptographer may wish to pick these values in a way that demonstrates the constants were not selected for a nefarious purpose, for example, to create a backdoor to the algorithm. These fears can be allayed by using numbers created in a way that leaves little room for adjustment. An example would be the use of initial digits from the number as the constants. Using digits of millions of places after the decimal point would not be considered trustworthy because the algorithm designer might have selected that starting point because it created a secret weakness the designer could later exploit—though even with natural-seeming selections, enough
entropy Entropy is a scientific concept, most commonly associated with states of disorder, randomness, or uncertainty. The term and the concept are used in diverse fields, from classical thermodynamics, where it was first recognized, to the micros ...
exists in the possible choices that the utility of these numbers has been questioned. Digits in the positional representations of real numbers such as , ''e'', and irrational roots are believed to appear with equal frequency (see
normal number In mathematics, a real number is said to be simply normal in an integer base b if its infinite sequence of digits is distributed uniformly in the sense that each of the b digit values has the same natural density 1/b. A number is said to ...
). Such numbers can be viewed as the opposite extreme of Chaitin–Kolmogorov random numbers in that they appear random but have very low
information entropy In information theory, the entropy of a random variable quantifies the average level of uncertainty or information associated with the variable's potential states or possible outcomes. This measures the expected amount of information needed ...
. Their use is motivated by early controversy over the U.S. Government's 1975
Data Encryption Standard The Data Encryption Standard (DES ) is a symmetric-key algorithm for the encryption of digital data. Although its short key length of 56 bits makes it too insecure for modern applications, it has been highly influential in the advancement of cryp ...
, which came under criticism because no explanation was supplied for the constants used in its
S-box In cryptography, an S-box (substitution-box) is a basic component of symmetric key algorithms which performs substitution. In block ciphers, they are typically used to obscure the relationship between the key and the ciphertext, thus ensuring Clau ...
(though they were later found to have been carefully selected to protect against the then-classified technique of
differential cryptanalysis Differential cryptanalysis is a general form of cryptanalysis applicable primarily to block ciphers, but also to stream ciphers and cryptographic hash functions. In the broadest sense, it is the study of how differences in information input can a ...
).
Bruce Schneier Bruce Schneier (; born January 15, 1963) is an American cryptographer, computer security professional, privacy specialist, and writer. Schneier is an Adjunct Lecturer in Public Policy at the Harvard Kennedy School and a Fellow at the Berkman ...
. ''Applied Cryptography'', second edition, John Wiley and Sons, 1996, p. 247.
Thus a need was felt for a more transparent way to generate constants used in cryptography. "Nothing up my sleeve" is a phrase associated with magicians, who sometimes preface a magic trick by holding open their sleeves to show they have no objects hidden inside.


Examples

*
Ron Rivest Ronald Linn Rivest (; born May 6, 1947) is an American cryptographer and computer scientist whose work has spanned the fields of algorithms and combinatorics, cryptography, machine learning, and election integrity. He is an Institute Profess ...
used pi to generate the S-box of the MD2 hash. * Ron Rivest used the trigonometric
sine In mathematics, sine and cosine are trigonometric functions of an angle. The sine and cosine of an acute angle are defined in the context of a right triangle: for the specified angle, its sine is the ratio of the length of the side opposite th ...
function to generate constants for the widely used
MD5 The MD5 message-digest algorithm is a widely used hash function producing a 128-bit hash value. MD5 was designed by Ronald Rivest in 1991 to replace an earlier hash function MD4, and was specified in 1992 as Request for Comments, RFC 1321. MD5 ...
hash. * The U.S.
National Security Agency The National Security Agency (NSA) is an intelligence agency of the United States Department of Defense, under the authority of the director of national intelligence (DNI). The NSA is responsible for global monitoring, collection, and proces ...
used the
square root In mathematics, a square root of a number is a number such that y^2 = x; in other words, a number whose ''square'' (the result of multiplying the number by itself, or y \cdot y) is . For example, 4 and −4 are square roots of 16 because 4 ...
s of the first eight prime integers to produce the hash constants in their "Secure Hash Algorithm" functions,
SHA-1 In cryptography, SHA-1 (Secure Hash Algorithm 1) is a hash function which takes an input and produces a 160-bit (20-byte) hash value known as a message digest – typically rendered as 40 hexadecimal digits. It was designed by the United States ...
and
SHA-2 SHA-2 (Secure Hash Algorithm 2) is a set of cryptographic hash functions designed by the United States National Security Agency (NSA) and first published in 2001. They are built using the Merkle–Damgård construction, from a one-way compression ...
. SHA-1 also uses 0123456789ABCDEFFEDCBA9876543210F0E1D2C3 as its initial hash value. * The Blowfish encryption algorithm uses the binary representation of − 3 to initialize its
key schedule In cryptography, the so-called product ciphers are a certain kind of cipher, where the (de-)ciphering of data is typically done as an iteration of '' rounds''. The setup for each round is generally the same, except for round-specific fixed va ...
. * RFC 3526 describes prime numbers for internet key exchange that are also generated from . * The
S-box In cryptography, an S-box (substitution-box) is a basic component of symmetric key algorithms which performs substitution. In block ciphers, they are typically used to obscure the relationship between the key and the ciphertext, thus ensuring Clau ...
of the NewDES cipher is derived from the
United States Declaration of Independence The Declaration of Independence, formally The unanimous Declaration of the thirteen States of America in the original printing, is the founding document of the United States. On July 4, 1776, it was adopted unanimously by the Second Continen ...
. * The AES candidate DFC derives all of its arbitrary constants, including all entries of the S-box, from the binary expansion of . * The
ARIA In music, an aria (, ; : , ; ''arias'' in common usage; diminutive form: arietta, ; : ariette; in English simply air (music), air) is a self-contained piece for one voice, with or without instrument (music), instrumental or orchestral accompan ...
key schedule uses the binary expansion of 1/. * The key schedule of the RC5 cipher uses binary digits from both and the
golden ratio In mathematics, two quantities are in the golden ratio if their ratio is the same as the ratio of their summation, sum to the larger of the two quantities. Expressed algebraically, for quantities and with , is in a golden ratio to if \fr ...
. * Multiple ciphers including
TEA Tea is an aromatic beverage prepared by pouring hot or boiling water over cured or fresh leaves of '' Camellia sinensis'', an evergreen shrub native to East Asia which probably originated in the borderlands of south-western China and nor ...
and Red Pike use 2654435769 or 0x9e3779b9 which is , where is the golden ratio. * The BLAKE hash function, a finalist in the SHA-3 competition, uses a table of 16 constant words which are the leading 512 or 1024 bits of the
fractional part The fractional part or decimal part of a non‐negative real number x is the excess beyond that number's integer part. The latter is defined as the largest integer not greater than , called ''floor'' of or \lfloor x\rfloor. Then, the fractional ...
of . * The key schedule of the KASUMI cipher uses 0x123456789ABCDEFFEDCBA9876543210 to derive the modified key. * The Salsa20 family of ciphers use the ASCII string "expand 32-byte k" or "expand 16-byte k" as constants in its block initialization process. * OpenBSD
Bcrypt bcrypt is a password-hashing function designed by Niels Provos and David Mazières. It is based on the Blowfish (cipher), Blowfish cipher and presented at USENIX in 1999. Besides incorporating a salt (cryptography), salt to protect against rain ...
uses the string "OrpheanBeholderScryDoubt" as an initialization string


Counterexamples

*The Streebog hash function S-box was claimed to be generated randomly, but was reverse-engineered and proven to be generated algorithmically with some "puzzling" weaknesses. *The
Data Encryption Standard The Data Encryption Standard (DES ) is a symmetric-key algorithm for the encryption of digital data. Although its short key length of 56 bits makes it too insecure for modern applications, it has been highly influential in the advancement of cryp ...
(DES) has constants that were given out by NSA. They turned out to be far from random, but instead made the algorithm resilient against
differential cryptanalysis Differential cryptanalysis is a general form of cryptanalysis applicable primarily to block ciphers, but also to stream ciphers and cryptographic hash functions. In the broadest sense, it is the study of how differences in information input can a ...
, a method not publicly known at the time. *
Dual_EC_DRBG Dual_EC_DRBG (Dual Elliptic Curve Deterministic Random Bit Generator) is an algorithm that was presented as a cryptographically secure pseudorandom number generator (CSPRNG) using methods in elliptic curve cryptography. Despite wide public criti ...
, a
NIST The National Institute of Standards and Technology (NIST) is an agency of the United States Department of Commerce whose mission is to promote American innovation and industrial competitiveness. NIST's activities are organized into physical s ...
-recommended cryptographic pseudo-random bit generator, came under criticism in 2007 because constants recommended for use in the algorithm could have been selected in a way that would permit their author to predict future outputs given a sample of past generated values. In September 2013 ''The New York Times'' wrote that "internal memos leaked by a former NSA contractor,
Edward Snowden Edward Joseph Snowden (born June 21, 1983) is a former National Security Agency (NSA) intelligence contractor and whistleblower who leaked classified documents revealing the existence of global surveillance programs. Born in 1983 in Elizabeth ...
, suggest that the NSA generated one of the random number generators used in a 2006 NIST standard—called the Dual EC DRBG standard—which contains a back door for the NSA." * P curves are standardized by NIST for
elliptic curve cryptography Elliptic-curve cryptography (ECC) is an approach to public-key cryptography based on the algebraic structure of elliptic curves over finite fields. ECC allows smaller keys to provide equivalent security, compared to cryptosystems based on modula ...
. The coefficients in these curves are generated by hashing unexplained
random seed A random seed (or seed state, or just seed) is a number (or vector) used to initialize a pseudorandom number generator. A pseudorandom number generator's number sequence is completely determined by the seed: thus, if a pseudorandom number gener ...
s, such as: ** P-224: bd713447 99d5c7fc dc45b59f a3b9ab8f 6a948bc5. ** P-256: c49d3608 86e70493 6a6678e1 139d26b7 819f7e90. ** P-384: a335926a a319a27a 1d00896a 6773a482 7acdac73. Although not directly related, after the backdoor in Dual_EC_DRBG had been exposed, suspicious aspects of the NIST's P curve constants led to concerns that the NSA had chosen values that gave them an advantage in finding private keys. Since then, many protocols and programs started to use Curve25519 as an alternative to NIST P-256 curve.


Limitations

Bernstein and coauthors demonstrate that use of nothing-up-my-sleeve numbers as the starting point in a complex procedure for generating cryptographic objects, such as elliptic curves, may not be sufficient to prevent insertion of back doors. For example, many candidates of seemingly harmless and "uninteresting" simple mathematical constants exist, such as π, e, Euler gamma, √2, √3, √5, √7, log(2), (1 + √5)/2, ζ(3), ζ(5), sin(1), sin(2), cos(1), cos(2), tan(1), or tan(2). For these constants, there also exists several different binary representations to choose. If a constant is used as a random seed, a large number of hash function candidates also exist for selection, such as SHA-1, SHA-256, SHA-384, SHA-512, SHA-512/256, SHA3-256, or SHA3-384. If there are enough adjustable parameters in the object selection procedure,
combinatorial explosion In mathematics, a combinatorial explosion is the rapid growth of the complexity of a problem due to the way its combinatorics depends on input, constraints and bounds. Combinatorial explosion is sometimes used to justify the intractability of cert ...
ensures that the universe of possible design choices and of apparently simple constants can be large enough so that an automatic search of the possibilities allows construction of an object with desired backdoor properties.How to manipulate curve standards: a white paper for the black hat
Daniel J. Bernstein, Tung Chou, Chitchanok Chuengsatiansup, Andreas Hu ̈lsing, Eran Lambooij, Tanja Lange, Ruben Niederhagen, and Christine van Vredendaal, September 27, 2015, accessed June 4, 2016


Footnotes

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References

*
Bruce Schneier Bruce Schneier (; born January 15, 1963) is an American cryptographer, computer security professional, privacy specialist, and writer. Schneier is an Adjunct Lecturer in Public Policy at the Harvard Kennedy School and a Fellow at the Berkman ...
. ''Applied Cryptography'', second edition. John Wiley and Sons, 1996. *
Eli Biham Eli Biham () is an Israeli cryptographer and cryptanalyst who is a professor at the Technion - Israel Institute of Technology Computer Science department. From 2008 to 2013, Biham was the dean of the Technion Computer Science department, afte ...
,
Adi Shamir Adi Shamir (; born July 6, 1952) is an Israeli cryptographer and inventor. He is a co-inventor of the Rivest–Shamir–Adleman (RSA) algorithm (along with Ron Rivest and Len Adleman), a co-inventor of the Feige–Fiat–Shamir identification sc ...
, (1990). Differential Cryptanalysis of DES-like Cryptosystems. Advances in Cryptology – CRYPTO '90. Springer-Verlag. 2–21. Random number generation Cryptography Transparency (behavior)