Asia-24-Zhou-How-to-Make-Hugging-Face.pdf

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1、How to Make Hugging Face to Hug Worms:Discovering and Exploiting Unsafe Pickle.loadsover Pre-Trained Large Model HubsPeng Zhou()Shanghai University1Peng Zhou(zpbrent)Associate Professor at Shanghai UniversityBug hunter for Web/AI OSS:30+CVEs with high impactsResearch Interests:Web/3 and AI security

2、Published at:IEEE TDSC/TIFS,ISOC NDSS,ACM ACSAC,etc.Reach me out at:whoami2Agenda Hugging Face Hub and pickle model Discovering unsafe pickle.loads Exploiting for reversed RCE Bypass pickle scanning Weaponizing with wormable payloads Demo&video&takeaway 3Hugging Face HubModelsDatasetsSpacesAPIsMachi

3、ne Learning Libraries Integrated in Hugging Face HubSerialization FormatsSafesensorsMsgPackPickleAvroCapnprotoProtobufsb31 https:/huggingface.co/docs/hub/models-libraries4Hugging Face HubSerialization FormatsSafesensorsMsgPackPickleAvroCapnprotoProtobufOur Focus1 https:/huggingface.co/docs/hub/model

4、s-librariesMachine Learning Libraries Integrated in Hugging Face Hubsb35ModelsDatasetsSpacesAPIsThe Pickle2 https:/ Example3 Marco Slaviero,Sour Pickles-A serialised exploitation guide in one part,BlackHat 2011.pickle.loadspickletools.disbx80 x03qx00Xx07x00 x00 x00sym2idxqx01ccollectionsnOrderedDict

5、nqx02)Rqx03(Xx05x00 x00 x00qx04Kx00Xx03x00 x00 x00theqx05Kx01us.0:x80 PROTO 32:EMPTY_DICT3:q BINPUT 05:X BINUNICODE sym2idx17:q BINPUT 119:c GLOBAL collections OrderedDict44:q BINPUT 246:)EMPTY_TUPLE47:R REDUCE48:q BINPUT 350:(MARK51:X BINUNICODE 61:q BINPUT 463:K BININT1 065:X BINUNICODE the73:q BI

6、NPUT 575:K BININT1 177:u SETITEMS (MARK at 50)78:s SETITEM79:.STOPPickle StringOpcode&StackObjectsym2idx:OrderedDict(,0),(the,1)7The Vulnerable code4 https:/ with _reduce_(self)Object with _setstate_8The Vulnerable code4 https:/ with _reduce_(self)Object with _setstate_9The Vulnerable code5 https:/