The Birthday Attack

by aoum, Apr 3, 2025, 10:47 PM

The Birthday Attack: A Cryptographic Vulnerability

1. Introduction

The Birthday Attack is a well-known method in cryptography that exploits the Birthday Paradox to find hash collisions much faster than brute force. The attack is particularly relevant in digital security, where cryptographic hash functions are used for password hashing, digital signatures, and message integrity verification.

https://upload.wikimedia.org/wikipedia/commons/thumb/4/47/Birthday_attack_vs_paradox.svg/220px-Birthday_attack_vs_paradox.svg.png

Comparison of the birthday problem (1) and birthday attack (2):
In (1), collisions are found within one set, in this case, 3 out of 276 pairings of the 24 lunar astronauts.
In (2), collisions are found between two sets, in this case, 1 out of 256 pairings of only the first bytes of SHA-256 hashes of 16 variants each of benign and malicious contracts.


2. The Birthday Paradox: A Probability Insight

The birthday problem asks:

What is the probability that at least two people in a room of $n$ people share the same birthday?

Surprisingly, with just $23$ people, the probability exceeds $50\%$, and with $57$ people, it surpasses $99\%$.

To compute this probability, we assume there are $n$ people and $365$ possible birthdays (ignoring leap years). The probability that no two people share a birthday is:

$$ P(n) = \frac{365}{365} \times \frac{364}{365} \times \frac{363}{365} \times \dots \times \frac{365 - (n-1)}{365}. $$
The complementary probability (at least one shared birthday) is then:

$$ P_{\text{collision}}(n) = 1 - P(n). $$
Approximating this using exponentials, we get:

$$ P_{\text{collision}}(n) \approx 1 - e^{-\frac{n^2}{2 \times 365}}. $$
3. The Birthday Attack in Cryptography

Cryptographic hash functions, such as SHA-256, map arbitrary-length inputs to fixed-size outputs. A good hash function should be collision-resistant, meaning it should be computationally infeasible to find two different inputs $x$ and $y$ such that:

$$ H(x) = H(y). $$
However, the birthday attack leverages the birthday paradox to find such collisions in approximately $\sqrt{N}$ attempts, where $N$ is the number of possible hash values.

4. The Mathematics of the Attack

If a hash function produces $b$-bit outputs, there are $N = 2^b$ possible hash values. The probability of a collision after generating $n$ random hashes is:

$$ P_{\text{collision}}(n) \approx 1 - e^{-\frac{n^2}{2N}}. $$
Setting $P_{\text{collision}}(n) = 1/2$ and solving for $n$, we find that a collision is likely after about:

$$ n \approx \sqrt{2N} = 2^{b/2}. $$
This means that instead of the full brute-force complexity of $2^b$, the birthday attack reduces the complexity to approximately $2^{b/2}$.

5. Implications for Cryptography

The birthday attack has serious consequences for hash security. For example:
  • A 128-bit hash function can be attacked in $2^{64}$ steps, which is computationally feasible with modern hardware.
  • SHA-1 (160-bit) was broken due to a birthday attack, leading to its deprecation in favor of SHA-256.
  • To resist birthday attacks, cryptographic hashes now use at least 256-bit outputs, ensuring $2^{128}$ complexity, which is infeasible.

6. Countermeasures

To mitigate birthday attacks, cryptographic protocols use:
  • Longer hash outputs: SHA-256, SHA-3, and BLAKE2 offer 256-bit security.
  • Salting: Randomizing hash inputs prevents precomputed collision attacks.
  • HMAC (Hash-based Message Authentication Codes): Ensures hash integrity even under collision attacks.

7. Conclusion

The birthday attack exploits the surprising probability result of the birthday paradox to find hash collisions efficiently. This attack highlights the importance of strong cryptographic design, ensuring that hash functions remain resistant to such vulnerabilities.

References

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  • Any unfounded allegations regarding AI-generated content violate Pi in the Sky blog standards. Continued infractions will result in disciplinary action, including bans, in accordance with platform guidelines. This is a formal warning.

    by aoum, Apr 27, 2025, 11:19 PM

  • It would be rude to call this AI-generated if it was not. But I find the title (in blog post), organization, and general word choices very suspicious

    by RubixMaster21, Apr 27, 2025, 1:25 AM

  • um this does seem slightly similar to ai

    by electric_pi, Apr 21, 2025, 11:24 PM

  • 100 posts!

    by aoum, Apr 21, 2025, 9:11 PM

  • Very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very very cool (The maximum of the factorial machine is 7228!

    by Coin1, Apr 21, 2025, 4:44 AM

  • cool blog and good content but it looks eerily similar to chatgpt

    by SirAppel, Apr 17, 2025, 1:28 AM

  • 1,000 views!

    by aoum, Apr 17, 2025, 12:25 AM

  • Excellent blog. Contribute?

    by zhenghua, Apr 10, 2025, 1:27 AM

  • Are you asking to contribute or to be notified whenever a post is published?

    by aoum, Apr 10, 2025, 12:20 AM

  • nice blog! love the dedication c:
    can i have contrib to be notified whenever you post?

    by akliu, Apr 10, 2025, 12:08 AM

  • WOAH I JUST CAME HERE, CSS IS CRAZY

    by HacheB2031, Apr 8, 2025, 5:05 AM

  • Thanks! I'm happy to hear that! How is the new CSS? If you don't like it, I can go back.

    by aoum, Apr 8, 2025, 12:42 AM

  • This is such a cool blog! Just a suggestion, but I feel like it would look a bit better if the entries were wider. They're really skinny right now, which makes the posts seem a lot longer.

    by Catcumber, Apr 4, 2025, 11:16 PM

  • The first few posts for April are out!

    by aoum, Apr 1, 2025, 11:51 PM

  • Sure! I understand that it would be quite a bit to take in.

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