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Equivalences and separations between quantum and classical learnability
- SIAM J. Comput
, 2004
"... Abstract. We consider quantum versions of two well-studied models of learning Boolean functions: Angluin’s model of exact learning from membership queries and Valiant’s Probably Approximately Correct (PAC) model of learning from random examples. For each of these two learning models we establish a p ..."
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Cited by 7 (1 self)
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Abstract. We consider quantum versions of two well-studied models of learning Boolean functions: Angluin’s model of exact learning from membership queries and Valiant’s Probably Approximately Correct (PAC) model of learning from random examples. For each of these two learning models we establish a polynomial relationship between the number of quantum versus classical queries required for learning. These results contrast known results which show that testing black-box functions for various properties, as opposed to learning, can require exponentially more classical queries than quantum queries. We also show that under a widely held computational hardness assumption (the intractability of factoring Blum integers) there is a class of Boolean functions which is polynomialtime learnable in the quantum version but not the classical version of each learning model. For the model of exact learning from membership queries, we establish a stronger separation by showing that if any one-way function exists, then there is a class of functions which is polynomial-time learnable in the quantum setting but not in the classical setting. Thus, while quantum and classical learning are equally powerful from an information theory perspective, the models are different when viewed from a computational complexity perspective.
Separating quantum and classical learning
- Lecture Notes in Computer Science
, 2001
"... Abstract. We consider a model of learning Boolean functions from quantum membership queries. This model was studied in [26], where it was shown that any class of Boolean functions which is information-theoretically learnable from polynomially many quantum membership queries is also information-theor ..."
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Cited by 5 (1 self)
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Abstract. We consider a model of learning Boolean functions from quantum membership queries. This model was studied in [26], where it was shown that any class of Boolean functions which is information-theoretically learnable from polynomially many quantum membership queries is also information-theoretically learnable from polynomially many classical membership queries. In this paper we establish a strong computational separation between quantum and classical learning. We prove that if any cryptographic one-way function exists, then there is a class of Boolean functions which is polynomial-time learnable from quantum membership queries but not polynomial-time learnable from classical membership queries. A novel consequence of our result is a quantum algorithm that breaks a general cryptographic construction which is secure in the classical setting. 1
Decorrelation over Infinite Domains: the Encrypted CBC-MAC Case
, 2000
"... Decorrelation theory has recently been proposed in order to address the security of block ciphers and other cryptographic primitives over a nite domain. We show here how to extend it to innite domains, which can be used in the Message Authentication Code (MAC) case. In 1994, Bellare, Kilian and Roga ..."
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Cited by 5 (1 self)
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Decorrelation theory has recently been proposed in order to address the security of block ciphers and other cryptographic primitives over a nite domain. We show here how to extend it to innite domains, which can be used in the Message Authentication Code (MAC) case. In 1994, Bellare, Kilian and Rogaway proved that CBC-MAC is secure when the input length is xed. This has been extended by Petrank and Racko in 1997 with a variable length. In this paper, we prove a result similar to Petrank and Racko's one by using decorrelation theory. This leads to a slightly improved result and a more compact proof. This result is meant to be a general proving technique for security, which can be compared to the approach which was announced by Maurer at CRYPTO'99. Decorrelation theory has recently been introduced. (See references [17] to [22].) Its rst aim was to address provable security in the area of block ciphers in order to prove their security against dierential [7] and linear cryptanalysis...
Tweakable Enciphering Schemes Using Only the Encryption Function of a Block Cipher
"... Abstract. A new construction of block cipher based tweakable enciphering schemes (TES) is described. The major improvement over existing TES is that the construction uses only the encryption function of the underlying block cipher. Consequently, this leads to substantial savings in the size of hardw ..."
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Abstract. A new construction of block cipher based tweakable enciphering schemes (TES) is described. The major improvement over existing TES is that the construction uses only the encryption function of the underlying block cipher. Consequently, this leads to substantial savings in the size of hardware implementation of TES applications such as disk encryption. This improvement is achieved without loss in efficiency of encryption and decryption compared to the best previously known schemes.
TWEAKABLE BLOCKCIPHERS SECURE AGAINST GENERIC EXPONENTIAL ATTACKS
, 2007
"... ii To my best friend and my parents. iii Table of Contents Acknowledgments vi ..."
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Cited by 1 (0 self)
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ii To my best friend and my parents. iii Table of Contents Acknowledgments vi
Pseudorandomness Analysis of the Lai-Massey Scheme
"... Abstract. At Asiacrypt’99, Vaudenay modified the structure in the IDEA cipher to a new scheme, which they called as the Lai-Massey scheme. It is proved that 3-round Lai-Massey scheme is sufficient for pseudorandomness and 4-round Lai-Massey scheme is sufficient for strong pseudorandomness. But the a ..."
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Abstract. At Asiacrypt’99, Vaudenay modified the structure in the IDEA cipher to a new scheme, which they called as the Lai-Massey scheme. It is proved that 3-round Lai-Massey scheme is sufficient for pseudorandomness and 4-round Lai-Massey scheme is sufficient for strong pseudorandomness. But the author didn’t point out whether three rounds and four rounds are necessary for the pseudorandomness and strong pseudorandomness of the Lai-Massey Scheme. In this paper we find a tworound pseudorandomness distinguisher and a three-round strong pseudorandomness distinguisher, thus prove that three rounds is necessary for the pseudorandomness and four rounds is necessary for the strong pseudorandomness. 1

