A Natural Language Approach to Automated Cryptanalysis of Two-time - PowerPoint PPT Presentation

A Natural Language Approach to Automated Cryptanalysis of Two-time Pads Joshua Mason Kathryn Watkins Jason Eisner Adam Stubblefield

The Two Time Pad Problem

Attack at Dawn doQvYcSWIPyXaC ⊕

Attack at Dawn doQvYcSWIPyXaC ⊕ Take the Beach doQvYcSWIPyXaC ⊕

Attack at Dawn doQvYcSWIPyXaC ⊕ Take the Beach doQvYcSWIPyXaC ⊕ ⊕

Attack at Dawn doQvYcSWIPyXaC ⊕ Take the Beach doQvYcSWIPyXaC ⊕ ⊕ Attack at Dawn doQvYcSWIPyXaC ⊕ ⊕ ⊕ Take the Beach doQvYcSWIPyXaC

Attack at Dawn doQvYcSWIPyXaC ⊕ Take the Beach doQvYcSWIPyXaC ⊕ ⊕ Attack at Dawn doQvYcSWIPyXaC ⊕ ⊕ ⊕ Take the Beach doQvYcSWIPyXaC

Attack at Dawn doQvYcSWIPyXaC ⊕ Take the Beach doQvYcSWIPyXaC ⊕ ⊕ Attack at Dawn ⊕ Take the Beach

Attack at Dawn = 15 15 1f 04 43 1f 48 04 54 62 21 00 14 6 ⊕ Take the Beach

OJNcDfoMncXzYwwQQZRXYWORT190LP

OJNcDfoMncXzYwwQQZRXYWORT190LP the ⊕

OJNcDfoMncXzYwwQQZRXYWORT190LP the ⊕ QpL

OJNcDfoMncXzYwwQQZRXYWORT190LP the ⊕

OJNcDfoMncXzYwwQQZRXYWORT190LP the ⊕ Man

Formalized by F. Rubin in 1978 Automated by E. Dawson and L. Nielson in 1996

Assumptions • Uppercase English characters and space • Space is always the most frequent character

P 0 ⊕ P 1 = 6e 71 00 6f 79 61

P 0 ⊕ P 1 = 6e 71 00 6f 79 61

P 0 ⊕ P 1 = 6e 71 6f 79 61

P 0 ⊕ P 1 = 6e 71 6f 79 61

P 1 ⊕ P 2 = 67 82 00 00 00 00 00 34

P 1 ⊕ P 2 = 67 82 00 00 00 00 00 34

P 1 ⊕ P 2 = 67 82 00 00 00 34

Testing Methodology • Trained on the first 600K characters of the Bible • Attempted recovery of passages from first 600K characters of the bible

Percentage Correctly Recovered Dawson & Nielson P0 ⊕ P1 62.7% P1 ⊕ P2 61.5% P0 ⊕ P1 62.6%

Percentage Correctly Recovered Dawson & Our Nielson Technique P0 ⊕ P1 62.7% 100% P1 ⊕ P2 61.5% 99.99% P0 ⊕ P1 62.6% 99.96%

Our Assumptions • Plaintext has some structure • Plaintext is in a language we know

n-gram count 2 a 2 p 2 l 1 e 2

7 billion characters

7 billion 450 million characters characters

7 billion 450 million 4 billion characters characters characters

apple orange

a start o P 0 ⊕ P 1 0e 02 11 02

a o p(a) p(o) start o P 0 ⊕ P 1 0e 02 11 02

a o p(a) p(o) start p(o) p(a) o a P 0 ⊕ P 1 0e 02 11 02

a o ap or p(a) p(o) p(p|a) p(r|o) start p(o) p(a) p(r|o) p(p|a) o a or ap P 0 ⊕ P 1 0e 02 11 02

a o ap or app ora p(a) p(o) p(p|a) p(r|o) p(p|ap) p(a|or) start p(o) p(a) p(r|o) p(p|a) p(a|or) p(p|ap) o a or ap ora app P 0 ⊕ P 1 0e 02 11 02

a o ap or p(a) p(o) p(p|a) p(r|o) start p(o) p(a) p(r|o) p(p|a) o a or ap P 0 ⊕ P 1 0e 02 0e 02

a o ap or apa oro p(a) p(o) p(p|a) p(r|o) p(a|ap) p(o|or) start p(o) p(a) p(r|o) p(p|a) p(o|or) p(a|ap) o a or ap oro apa P 0 ⊕ P 1 0e 02 0e 02

a o ap or apa oro p(a) p(o) p(p|a) p(r|o) p(a|ap) p(o|or) start p(o) p(a) p(r|o) p(p|a) p(o|or) p(a|ap) o a or ap oro apa P 0 ⊕ P 1 0e 02 0e 02

Memory/Computation

a start b c P 2 ⊕ P 3 01 00 02 02

start b c c P 2 ⊕ P 3 01 00 02 02

start b c c b P 2 ⊕ P 3 01 00 02 02

ba ca bb cb bc cc start b c ca ba cb bb c b cc bc P 2 ⊕ P 3 01 00 02 02

start b c p(b) p(c) c b P 2 ⊕ P 3 01 00 02 02 p(c) p(b)

b c p(b) p(c) c b P 2 ⊕ P 3 01 00 02 02 p(c) p(b)

ba ca bb cb bc cc b c ca ba p(b) p(c) cb bb c b cc bc P 2 ⊕ P 3 01 00 02 02 p(c) p(b)

ba ca p(a|b) p(a|c) bb cb p(b|b) p(b|c) bc cc p(c|b) p(c|c) b c p(a|c) p(a|b) ca ba p(b) p(c) p(b|c) p(b|b) cb bb p(c|c) p(c|b) c b cc bc P 2 ⊕ P 3 01 00 02 02 p(c) p(b)

ba ca p(a|b) p(a|c) bb cb p(b|b) p(b|c) bc cc p(c|b) p(c|c) p(a|c) p(a|b) ca ba p(b|c) p(b|b) cb bb p(c|c) p(c|b) cc bc P 2 ⊕ P 3 01 00 02 02

ba ca bb cb bc cc ca ba cb bb cc bc P 2 ⊕ P 3 01 00 02 02

ba ca ca ba cc bc P 2 ⊕ P 3 01 00 02 02

ba ca ... ca ba cc bc P 2 ⊕ P 3 01 00 02 02

... P 2 ⊕ P 3 01 00 02 02

... END P 2 ⊕ P 3 01 00 02 02

END P 2 ⊕ P 3 01 00 02 02

... END b c ba ca P 2 ⊕ P 3 01 00 02 02

Commodity Hardware Dual Core System Pentium 3 GHz Memory 8 GB Storage 1.2 TB

Model Build Time ~12 hours Runtime 200 ms per byte Memory Usage ~2 GB

Our testing methodology

402,590 Files 98,699 Files 520,931 Files

402,590 Files 98,699 Files 520,931 Files 2,590 Files 8,699 Files 20,931 Files

402,590 Files 98,699 Files 520,931 Files 2,590 Files 8,699 Files 20,931 Files 50 Files 50 Files 50 Files

Small HTML 90.64% E-mail 82.29% Documents 53.84%

Small Medium HTML 90.64% 92.78% E-mail 82.29% 89.04% Documents 53.84% 53.05%

Small Medium Large HTML 90.64% 92.78% 93.79% E-mail 82.29% 89.04% 90.85% Documents 53.84% 53.05% 52.72%

The Switching Problem

I want to remind you about our All-Employee Meeting this Tuesday, Oct. 23, at 10 a.m. Houston time at the Hyatt Regency. We obviously have a lot to talk about. Last week Well I hope you have Dad doing some of the cleaning! You know how he always has an opinion but yet no participation. Anyway I hope you're doing fine. I'm fine

I want to remind you about our All-Employee Meeting this Tuesday, Oct. 23, at 10 a.m. Houston time at the Hyatt Regency participation. Anyway I hope you're doing fine. I'm fine and about to Well I hope you have Dad doing some of the cleaning! You know how he always has an opinion but yet no. We obviously have a lot to talk about. Last week we reported third quarter earnings. We

Wu showed Word 2002 re-uses one time pad