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Netzob Tutorial

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    netzob.org@Netzob

    The Future of Protocol Reversing and

    Simulation Applied on ZeroAccess

    29C3, am!urgDecember 29 2012

    @Netzob

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    Authors""" You talkin' to me? Travis Bickle

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    #es, $e%re French &

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    Fr!ric "#$%&Y (@)*+gu*,

    $- *ecurit+ engineer

    eer*e engineering

    /+*tem anal+*i* an! ar!ening

    -ru*te! omuting

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    "eorge* 34//&- (@5aeluce,

    6D *tu!ent

    $ntru*ion Detection

    3otnet *imulation

    6rotocol learning

    Supelec C'(ree*earc team

    7!i*er* 8 Guillaume Hiet Ludovic M

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    74//Y/ : France

    7u!it an! ealuation

    $-/&F lab (ommon riteria: /6N*: ...,

    6ente*t lab

    ;D

    $$$"amos

    s)s"fr

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    Topics"""

    "o aea!: make m+ !a+ Harry Callahan

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    Reverse rotocol*Simulate en!oint*

    *ap botnet*

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    +h) reverse engineering of

    protocols -

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    6rotocol* are eer+

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    6rotocol* are eer+

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    netzob.org@Netzob

    7**e** te robu*tne** o= imlementation*

    &> 8 Fuzz te control 76$ o= a centri=uge

    29 &> 8

    an+ -amagotci* ere %arme! in te

    aking o= ti* 6re*entation

    &A/i 3ea*t

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    netzob.org@Netzob

    7**e** te robu*tne** o= imlementation*

    &> 8 Fuzz te control 76$ o= a centri=uge

    29 &> 8

    an+ -amagotci* ere %arme! in te

    aking o= ti* 6re*entation

    &A/i 3ea*t

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    7nal+ze tra==ic an! i!enti=+ otential

    !ata leakage

    &> 8 7re +ou *ure +our $6 eutation

    7liance !oe*n't leak +our email* ?

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    netzob.org@Netzob

    omare te imlementation o= a rotocol

    8 ealuation* o= cr+to ro!uct*

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    netzob.org@Netzob

    -o !eelo a =ree er*ion o= a rorietar+

    imlementation

    &> 8 Dre< Fi*er '* talk @ 2B on Cinect &

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    Current reverse engineering

    approach"""

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    %ae +ou eer (trie! to,& a rotocol ?

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    netzob.org@Netzob

    Di! it looke! like ti* ?

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    netzob.org@Netzob

    omle>

    -imecon*uming

    o*tl+ anual

    Di! it looke! like ti* ?

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    omle>

    -imecon*uming

    o*tl+ anual

    MOSTLYVISUA

    L

    Di! it looke! like ti* ?

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    netzob.org@Netzob

    /oul!

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    netzob.org@Netzob

    /et%s see if $e can/et%s see if $e can automateautomate

    some R0 tas1s"""some R0 tas1s"""

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    netzob.org@Netzob

    Some reminders a!out protocols

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    netzob.org@Netzob

    /et%s eamine the TCP protocol

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    netzob.org@Netzob

    /YN me**age

    7C me**age

    6#/% me**age F$N me**age

    /- me**age

    ...

    Di==erent t+e* o= me**age*

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    oncet o= enca*ulation la+er*

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    Fiel!* artitioning

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    netzob.org@Netzob

    elation*

    $ntrame**age relation*

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    elation*

    $nterme**age relation*

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    netzob.org@Netzob

    onte>tual alue*

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    netzob.org@Netzob

    7licationleel alue*

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    netzob.org@Netzob

    /eEuence o= ali! me**age*

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    netzob.org@Netzob

    /et%s find a modelthat

    covers protocol attri!utes

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    7ca!emic* are er+ goo!

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    Design and Validation of Comuter !rotocols

    b+ ". %olzmann

    7 ommunication 6rotocol i* ma!e o=

    G !i*tinct art* . . .

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    netzob.org@Netzob

    a service 4567

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    netzob.org@Netzob

    a service 4567

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    a voca!ular)o= me**age* 3567

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    te encoding(=ormat, o= eac me**age8567

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    te procedure rules6567

    #es, that $as an academic model

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    ,

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    netzob.org@Netzob

    Reduced model for a Protocol

    a ocabular+ a li*t o= e**age Format

    a grammar /tate acine

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    'ntroducing .eto! """'ntroducing .eto! """

    : l f . t !

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    netzob.org@Netzob

    :oals of .eto!

    $n=er unkno

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    netzob.org@Netzob

    :oals of .eto!

    $n=er unkno

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    netzob.org@Netzob

    :oals of .eto!

    $n=er unkno

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    7roac taken b+ Netzob

    6a**ie an! actie in=erence

    /emi7utomatic 7roac

    No binar+ maniulation

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    netzob.org@Netzob

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    netzob.org@Netzob

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    Netzob imlementation

    "raical inter=ace ("-C,

    o*tl+

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    "eorge* 3o**ert

    Fr!ric "uir+

    "uillaume %iet

    4liier -tar!

    a>ime 4liier

    7le>an!re 6ign

    "oulen "uieu>

    Frank olan!

    Fabien 7n!r Juentin %e+ler

    3enKamin Du=our

    "iu*ee ma**aro

    Netzob'* /on*or*

    /tate o= te art boun!arie*

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    /tate o= te art boun!arie*

    The un1no$n

    Netzob

    /anguage Theor)

    Reverse 0ngineering

    :rammar 'nference

    ;otnet ;ehavioural Anal)sis

    Fuing

    Sum of human 1no$ledge

    N& /tate o= te art boun!arie*

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    The un1no$n

    .eto!

    Based on an original idea of Matt Might

    .e$ sum of human 1no$ledge

    /anguage Theor)

    Reverse E!ieeri!

    "rammar I#erece

    $otet $e%avioural Aalysis

    Fuing

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    R0 Zero Access C

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    Zero Access a1a Sirefef7

    ecent botnet (/et. 2011,

    *till in actiit+

    LM 1 million zombie* (9 million* in*talle!,

    lick =rau! an! bitcoin miner

    7t lea*t 2 er*ion* o= te rootkit

    #gra!e! 626 rotocol

    3a*e! on /oo* an! Cin!*igt eort*

    Zero Access a1a Sirefef7

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    Zero Access a1a Sirefef7

    ultile 626 management me**age*

    6eer* !irector+ retrieal

    File* !irector+ retrieal

    #D6 ; -6 connection*

    #D6 =or me**age* (u!81IHIH,

    -6 =or !ata

    %ar! co!e! 3oot*tra 6eer*

    &> 8 IB.G1.10B.2HG: (,: 21I.211.1B1.22I

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    /et%s pla) $ith its P2P protocol

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    netzob.org@Netzob

    Re=uirements

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    Fe< realcommunication trace*

    O7cce** 8 *ome trace*

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    7 con=ine! enironment an! te binar+

    7!ate! Pirtual acine* L Fire

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    7 con=ine! enironment an! te binar+

    7!ate! Pirtual acine* L Fire

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    Step 4 > :et messages

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    ature dataflo$s

    (Net

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    (Net:'...SH...5......8.BT..E..!...J..........

    5.J*Y.B8..m.0...!.&.....OK.R...5.F...B8.Sa!...*.....U."g....V...B8...W...o......(t0...i......oX..?...Z.Qc..Me..z......Ug$.-.*.m&..L..T

    .[eoDz.W7t..!.J6./A\,.8.X#.]..t...g.P..G.2.......4..=2.AB(......r..]......./..;B...Q..

    '.........^.

    ..g.......;(6..-...+.....G..2.................;......i..e

    ...._.56....N..A./P.X7........`.Y.[....TAPt!....t..

    ....\.4..?... Jga(R...T...8....5#..S.'.i.1\...ui.

    5B.][email protected].]...2Gt.".,G.:......./......9.'.5G.X.

    ?..b([email protected]..(..........P...5......=.B8?.e..!..........>.F.5...u..8.BT.u..!.V......).'...5.O.

    B8...H...!.b............5...k.B8W.e.!..........U."g....V...B8...W...o......(t0...i......oX..

    ?...Z.Qc..Me..z......Ug$.-.*.m&..L..T.[eoDz.W7t..!.J6./A\,.8.X#.]..t...g.P..G.2.......

    4..=2.AB(......r..]......./..;B...Q..'.........^.

    ..g.......;(6..-...+.....G..2.................;......i..e

    ...._.56....N..A./P.X7........`.Y.[....TAPt!....t..

    ....\.4..?... Jga(R...T...8....5#..S.'.i.1\...ui.

    5B.][email protected].]...2Gt.".,G.:......./......9.'.5G.X.

    /lit dataflo$s in messages

    (*ub rotocol kno

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    (*ub rotocol kno:'...SH...5......8.BT..E..!...J..........

    5.J*Y.B8..m.0...!.&.....OK.R...5.F...B8.Sa!...*.....U."g....V...B8...W...o......(t0...i......oX..?...Z.Qc..Me..z......Ug$.-.*.m&..L..T

    .[eoDz.W7t..!.J6./A\,.8.X#.]..t...g.P..G.2.......4..=2.AB(......r..]......./..;B...Q..

    '.........^.

    ..g.......;(6..-...+.....G..2.................;......i..e

    ...._.56....N..A./P.X7........`.Y.[....TAPt!....t..

    ....\.4..?... Jga(R...T...8....5#..S.'.i.1\...ui.

    5B.][email protected].]...2Gt.".,G.:......./......9.'.5G.X.

    -""!"""""""?"p"gN..(..........P...5......=.B8?.e..!..........>.F.5...u..8.BT.u..!.V......).'...5.

    O.

    B8...H...!.b............5...k.B8W.e.!..........U."g....V...B8...W...o......(t0...i......oX..

    ?...Z.Qc..Me..z......Ug$.-.*.m&..L..T.[eoDz.W7t..!.J6./A\,.8.X#.]..t...g.P..G.2.......4..=2.AB(......r..]......./..;B...Q..

    '.........^...g.......;(6..-...+.....G..2.................;......i..e

    ...._.56....N..A./P.X7........`.Y.[....TAPt!....t..

    ....\.4..?... Jga(R...T...8....5#..S.'.i.1\...ui.

    5B.][email protected].]...2Gt.".,G.:......./......9.'.5G.X.

    e**age 1

    e**age 2

    e**age

    e**age H

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    Netzob =rame

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    Step 2 > R0 voca!ular)

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    A!stract messages

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    1 me**age \ a *orte! receie! or *ent

    *eEuence o= bit*

    010110101001000101010110100101011101010001010010

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    netzob.org@Netzob

    1 me**age \ a *orte! receie! or *ent

    *eEuence o= bit*

    *eci= ic to a conte>t

    %mails& '!s& Timestams& B'D& (dd'D& )))

    010110101001000101010110100101011101010001010010

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    e ae to !econte>tualizeme**age*

    -e $D&7 8

    egrou me**age* b+ *imilarit+ an! =in!

    conte>tual ariation*

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    netzob.org@Netzob

    +e consider similar messages !ased on their

    commo partitioi!

    e**age* are *litte! in Fields u*ing

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    e**age* are *litte! in Fields u*ing

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    netzob.org@Netzob

    /imle 7lignment

    Delimitorba*e! 7lignment

    /eEuence 7lignment

    e**age* are *litte! in Fields u*ing

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    /imle 7lignment

    Delimitorba*e! 7lignment

    /eEuence 7lignment

    e**age* are *litte! in Fields u*ing

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    /imle 7lignment

    Delimitorba*e! 7lignment

    /eEuence 7lignment

    Nee!leman ; un*c

    3ut -F i* Nee!leman ; un*c ?

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    netzob.org@Netzob

    /eEuence alignment

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    netzob.org@Netzob

    alie! to & o= rotocol* (c.=. ar*all 3e!oe,

    ]0 B 2= IG b! BI ]a !2 00

    ]0 cH 00 00

    e *tart

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    netzob org@Netzob

    e buil! a !i*tance matri>

    ]0 B 2= IG b! BI ]a !2 00

    ]0

    cH

    00

    00

    /eEuence alignment

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    netzob org@Netzob

    e initial ize te matri>

    ]0 B 2= IG b! BI ]a !2 00

    0 0 0 0 0 0 0 0 0 0

    ]0 0

    cH 0

    00 0

    00 0

    /eEuence alignment

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    netzob org@Netzob

    e =i l l te matri> ((i1: K1, L /:(i: K1, L : (i1: K, L ,

    /8 atcMi*matc *core (LM 10,

    8 "a *core (0,

    /eEuence alignment

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    netzob org@Netzob

    e =i l l te matri> ((i1: K1, L /: (i: K1, L : (i1: K , L ,

    /eEuence alignment

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    e =i l l te matri>

    ]0 B 2= IG b! BI ]a !2 00

    0 0 0 0 0 0 0 0 0 0

    ]0 0 10 10 10 10 10 10 10 10 10

    cH 0 10 10 10 10 10 10 10 10 10

    00 0 10 10 10 10 10 10 10 10 20

    00 0 10 10 10 10 10 10 10 10 20

    /eEuence alignment

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    netzob org@Netzob

    e !o a traceback

    ]0 B 2= IG b! BI ]a !2 00

    0 0 0 0 0 0 0 0 0 0

    ]0 0 10 10 10 10 10 10 10 10 10

    cH 0 10 10 10 10 10 10 10 10 10

    00 0 10 10 10 10 10 10 10 10 20

    00 0 10 10 10 10 10 10 10 10 20

    /eEuence alignment

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    e comute te common attern

    ]0 B 2= IG b! BI ]a !2 00

    0 0 0 0 0 0 0 0 0 0

    ]0 0 10 10 10 10 10 10 10 10 10

    cH 0 10 10 10 10 10 10 10 10 10

    00 0 10 10 10 10 10 10 10 10 20

    00 0 10 10 10 10 10 10 10 10 20

    ]0 B 2= IG b! BI ]a !2 00

    ]0 cH 00 00

    /eEuence alignment

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    e =inall+ buil! a rege>

    ]0B 2= IG b! BI ]a !2 00

    ]0cH 00 00

    (]0, (.[2:]W, (00,

    Static Fields

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    /+mbol > : 0>]0 : (.,[H:1HW:0>00 : ..._

    Static Fields

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    ()namic Fields

    /+mbol > : 0>]0: ( .,[H:1HW : 0>00: ..._

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    %o< to mea*ure *imilarit+ bet

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    ea*ure te @ualit) of Fields

    0 U ^ /imilarit+ /core ^ 100 U

    e**age* are

    i!entical*

    e**age* ae

    Noting in common

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    /imilarit+ *core* bet

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    /18 ratio o= !+namic = iel!* M b+te*

    /28 ratio o= common !+namic b+te*

    -e !e*ign o= Netzob allo

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    ]0B 2= IG b! BI ]a !2 00

    ]0cH 00 00

    /1 \ 1M ( 1L 2,

    / 8 at o o

    /28 ratio o= common !+namic b+te*

    /imilarit+ *core* bet

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    ]0B 2= IG b! BI ]a !2 00

    ]0cH 00 00

    /2 \ 2M ]

    /28 ratio o= common !+namic b+te*

    /imilarit+ *core* bet

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    /28 ratio o= common !+namic b+te*

    100

    100

    /1

    /2

    Normalize!

    *imilarit+ *core 8 /

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    %o< to retriee grou* o= *imilar me**age* ?

    %ierarcical lu*tering b+ *imilaritie*8

    /imilarit+ matri>

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    net ob org@Net ob

    #6"7

    Filling o= a *imilarit+ matri>

    $teratiel+ merge te 2 mo*t *imilar me**age*

    #6"7 create* a *imilarit+ tree

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    t b@N t b

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    O7cce** &>amle

    e*ult* o= lu*tering an! /eEuence 7lignment

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    t b@N t b

    e*ult* o= lu*tering an! /eEuence 7lignment

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    t b@N t b

    A!stract fields

    to decontetualie messages

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    Full me**age=ormat mo!el

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    b@Netzob

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    b@Netzob

    $nterlu!e

    'cauze LM I0 *li!e* le=t

    5et*'* !o G minute* o= knitting

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    o$ to handle

    &nco!e! alue*

    (A4: 7/N.1, ?

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    -e i!ea

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    -ran*=orm ra< b+te* into alicationleel b+te*

    7lie! eiter on me**age*: la+er* or =iel!*

    6roi!e! =unction* (ba*eIH: gzi: bz2: ,

    7llo< cu*tom tran*=ormation =unction*

    -e i!ea

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    -ran*=orm ra< b+te* into alicationleel b+te*

    7lie! eiter on me**age*: la+er* or =iel!*

    6roi!e! =unction* (ba*eIH: gzi: bz2: ,

    7llo< cu*tom tran*=ormation =unction*

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    -e i!ea

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    netzob.org@Netzob

    -ran*=orm ra< b+te* into alicationleel b+te*

    7lie! eiter on me**age*: la+er* or =iel!*

    6roi!e! =unction* (ba*eIH: gzi: bz2: ,

    7llo< cu*tom tran*=ormation =unction*

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    7!!ing a cu*tom tran*=ormation =unction

    %+ ,ero(ccess -./01ased o1fuscation

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    /earc =or relation*

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    %o< to an!le

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    $nter/+mbol an! $ntra/+mbol relation*

    Filename*: etc)

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    $nter/+mbol an! $ntra/+mbol relation*

    /ize Fiel!*: *: etc)

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    orrelate =iel!'* *ize an! alue* imal $n=ormation oe==icient (.$.N.&.,

    Juali=+ correlate! =iel!*

    T%e idea

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    "enerate 6air* o= !ata =or eac =iel! 8

    i l

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    /imle

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    Search for closest pairs

    ea*ure !een!ence* bet

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    $N&(Palue(F1, : /ize(F2, , \ 1

    T)pical Sie Field Relation

    *'.0Value)(*+, ,R,-.)Value)(/+0 Value)(.++7 D 4

    T)pical CRC Relation

    $N&( , 1

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    $N&(Palue(F1, : /ize(F2, , \ 1

    T)pical Sie Field Relation

    *'.0Value)(*+, ,R,-.)Value)(/+0 Value)(.++7 D 4

    T)pical CRC Relation

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    &nironmental !een!encie*

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    Step 3 > R0 grammar

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    /eEuence o= ali! e>cange! *+mbol*.

    $4 7utomata

    /eEuence o= ali! e>cange! *+mbol*

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    /eEuence o= ali! e>cange! *+mbol*.$4 7utomata

    State 4Attac1 2

    Success

    State 2

    3 t ! ! t i t

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    3ut an*

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    4ur mo!el (S**(T, 7!! robabilitie* on outut me**age*

    State 4Attac1 2

    State 2

    34 5 6 (ail.4 5 6 Success

    4ur mo!el (S**(T,

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    4ur mo!el (S**(T, 7!! te reaction time

    State 4Attac1 2

    State 2

    34 5 6 (ail ).444ms+.4 5 6 Success )/4ms+

    7ctie "rammatical $n=erence 6roce**

    7ngluin 5a 7lgoritm

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    7ctie "rammatical $n=erence 6roce**

    7ngluin 5a 7lgoritm

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    :enerating traffic"""

    Netzob can generate tra==ic tat8

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    Netzob can generate tra==ic tat8

    Follo

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    3ot client(*, an! *erer

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    7b*traction =rom te communication cannel

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    #/3 cannel

    -6 me**age*

    a< =ile

    $6 =lotual alue* ($6: time: etc.,

    7b*traction an! conte>tualization rincile*

    $nut !eice

    $nut=lotualization rincile*

    $nut !eice

    $nut

    Pocabular+

    Pocabular+ lock

    lock

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    ommunication

    cannel librar+

    ommunication

    cannel librar+7b*traction

    la+er

    7b*traction

    la+er"rammar mo!el

    (/D-,

    "rammar mo!el

    (/D-,

    $nut

    *+mbol*

    4utut

    *+mbol*

    ret5 *+mbol

    get5 *+mbol

    7b*traction an! conte>tualization rincile*

    $nut !eice

    $nut

    Pocabular+

    Pocabular+

    lock

    lock

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    ommunication

    cannel librar+

    ommunication

    cannel librar+7b*traction

    la+er

    7b*traction

    la+er"rammar mo!el

    (/D-,

    "rammar mo!el

    (/D-,

    $nut

    *+mbol*

    4utut

    *+mbol*

    emor+emor+

    reiou* eer* $6

    7b*traction an! conte>tualization rincile*

    $nut !eice

    Pocabular+

    Pocabular+

    lock

    lock

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    ommunication

    cannel librar+

    ommunication

    cannel librar+

    4utut !eice

    7b*traction

    la+er

    7b*traction

    la+er"rammar mo!el

    (/D-,

    "rammar mo!el

    (/D-,

    emor+emor+

    4utut

    =locange*

    Fin! *imilar me**age*

    /lit me**age* in =iel!*

    7b*tract Fiel!*

    /earc =or relation*

    (0*ES

    Demo 28 retriee te 626 zombie !irector+

    /imulation o= a reali*tic zombie

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    /imulation o= a reali*tic zombie

    a te eer* neigbour* relation*

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    $ntegrate! *mart =uzzing: b+ leeraging te

    *imulator engine

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    7llo

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    7llo

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    #/3

    $4-5

    76$ (**l)rea!: **l)ort rotocol mo!el in more r! art+

    ro!uct* 4coming soon5

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    ire*ark

    /ca+

    6eac Fuzzer

    7llo

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    ire*ark

    /ca+

    6eac Fuzzer

    7llo

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    Conclusion"""

    6rotocol & automation !omain i* Euite actie

    at te aca!emic leel

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    3ut no real tool aailable ...

    Netzob trie* to =ill ti* lack b+

    /uorting aca!emic re*earce*

    3eing u*able in oerational conte>t

    4en to all kin! o= contribution*

    Fee!back

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    3ug =i>

    Feature roo*al M imlementation

    -ran*lation

    ...

    Than1s for )ou attention &Than1s for )ou attention &

    An) =uestions -An) =uestions -

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    An) =uestions -An) =uestions -

    $$$"neto!"org$$$"neto!"org?neto!?neto!

    $mage licence*tt8MM

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    3YN r tK.black


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