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[AISHED] Lawrence Piao - “Abuse Risks are Often Inherent to Product Features”: Exploring AI Vendors’ Bug Bounty and Responsible Disclosure Policies
- From: Sherrie Shen <sherrie.shen@ed.ac.uk>
- To: Lawrence Piao <Lawrence.Piao@ed.ac.uk>, Adam Harrison <A.Harrison-15@sms.ed.ac.uk>
- Cc: "inf-seminars@mlist.is.ed.ac.uk" <inf-seminars@mlist.is.ed.ac.uk>, ilcc-members <ilcc-members@inf.ed.ac.uk>, "aiai-members@inf.ed.ac.uk" <aiai-members@inf.ed.ac.uk>, "lfcs-interest@mlist.is.ed.ac.uk" <lfcs-interest@mlist.is.ed.ac.uk>
- Subject: [AISHED] Lawrence Piao - “Abuse Risks are Often Inherent to Product Features”: Exploring AI Vendors’ Bug Bounty and Responsible Disclosure Policies
- Date: Wed, 6 May 2026 08:15:04 +0000
BEGIN:VCALENDAR METHOD:REQUEST PRODID:Microsoft Exchange Server 2010 VERSION:2.0 BEGIN:VTIMEZONE TZID:GMT Standard Time BEGIN:STANDARD DTSTART:16010101T020000 TZOFFSETFROM:+0100 TZOFFSETTO:+0000 RRULE:FREQ=YEARLY;INTERVAL=1;BYDAY=-1SU;BYMONTH=10 END:STANDARD BEGIN:DAYLIGHT DTSTART:16010101T010000 TZOFFSETFROM:+0000 TZOFFSETTO:+0100 RRULE:FREQ=YEARLY;INTERVAL=1;BYDAY=-1SU;BYMONTH=3 END:DAYLIGHT END:VTIMEZONE BEGIN:VEVENT ORGANIZER;CN=Sherrie Shen:mailto:sherrie.shen@ed.ac.uk ATTENDEE;ROLE=REQ-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=Lawrence P iao:mailto:Lawrence.Piao@ed.ac.uk ATTENDEE;ROLE=REQ-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=Adam Harri son:mailto:A.Harrison-15@sms.ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=inf-semina rs@mlist.is.ed.ac.uk:mailto:inf-seminars@mlist.is.ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=ilcc-membe rs:mailto:ilcc-members@inf.ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=aiai-membe rs@inf.ed.ac.uk:mailto:aiai-members@inf.ed.ac.uk ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=lfcs-inter est@mlist.is.ed.ac.uk:mailto:lfcs-interest@mlist.is.ed.ac.uk DESCRIPTION;LANGUAGE=en-US:The next AI Safety Hub reading group will be tak ing place today in G.158 - Quad Teaching Room (Old College).\n\nTitle: “ Abuse Risks are Often Inherent to Product Features”: Exploring AI Vendor s’ Bug Bounty and Responsible Disclosure Policies\n\nSpeaker: Lawrence P iao\n\nAbstract: As vendors adopt AI technologies\, security researchers a re working to uncover and fix related vulnerabilities\, which is important given AI systems handle sensitive data and critical functions. This proce ss relies on vendors receiving and rewarding AI vulnerability reports. To assess current practices\, we analyzed the vulnerability disclosure polici es of 264 AI vendors. We employed a mixed-methods approach\, combining sna pshot and longitudinal qualitative analysis\, as well as comparing alignme nt with 320 AI incidents and 260 academic articles. Our analysis reveals t hat 36% of AI vendors have no established policy\, and only 18% mention AI risks. Data access\, authorization\, and model extraction vulnerabilities are most consistently declared in-scope. Jailbreaking and hallucination a re most commonly declared out-of-scope. We identify three profiles that re flect vendors' different positions toward AI vulnerabilities: proactive cl arification (n = 46)\, silent (n = 115)\, and restrictive (n = 103). Our a lignment results suggest that vendors may address AI vulnerability disclos ure later than academic research and real-world incidents.\n\nPaper Link: https://arxiv.org/abs/2509.06136\n\nTeams meeting: https://teams.microsoft .com/l/meetup-join/19%3Ameeting_NWRkMjVjN2ItOTY5My00ZTY4LWEyNGQtMThmZTU2M2 U3NjQx%40thread.v2/0?context=%7B%22Tid%22%3A%222e9f06b0-1669-4589-8789-10a 06934dc61%22%2C%22Oid%22%3A%22e0f73f04-7a9f-404a-b597-700b0a2315b7%22%7D\n \nAll the best\,\nSherrie\nThe University of Edinburgh is a charitable bod y\, registered in Scotland\, with registration number SC005336. Is e buidh eann carthannais a th’ ann an Oilthigh Dhùn Èideann\, clàraichte an A lba\, àireamh clàraidh SC005336.\n UID:040000008200E00074C5B7101A82E00800000000FB04816F30DDDC01000000000000000 010000000C91C22045F137C45820356D2F4AB6F94 SUMMARY;LANGUAGE=en-US:[AISHED] Lawrence Piao - “Abuse Risks are Often In herent to Product Features”: Exploring AI Vendors’ Bug Bounty and Resp onsible Disclosure Policies DTSTART;TZID=GMT Standard Time:20260506T173000 DTEND;TZID=GMT Standard Time:20260506T193000 CLASS:PUBLIC PRIORITY:5 DTSTAMP:20260506T081504Z TRANSP:OPAQUE STATUS:CONFIRMED SEQUENCE:0 LOCATION;LANGUAGE=en-US:G.158 - Quad Teaching Room (Old College) X-MICROSOFT-CDO-APPT-SEQUENCE:0 X-MICROSOFT-CDO-OWNERAPPTID:2124755588 X-MICROSOFT-CDO-BUSYSTATUS:TENTATIVE X-MICROSOFT-CDO-INTENDEDSTATUS:BUSY X-MICROSOFT-CDO-ALLDAYEVENT:FALSE X-MICROSOFT-CDO-IMPORTANCE:1 X-MICROSOFT-CDO-INSTTYPE:0 X-MICROSOFT-ONLINEMEETINGEXTERNALLINK: X-MICROSOFT-ONLINEMEETINGCONFLINK: X-MICROSOFT-DONOTFORWARDMEETING:FALSE X-MICROSOFT-DISALLOW-COUNTER:FALSE X-MICROSOFT-REQUESTEDATTENDANCEMODE:DEFAULT X-MICROSOFT-ISRESPONSEREQUESTED:TRUE X-MICROSOFT-LOCATIONDISPLAYNAME:G.158 - Quad Teaching Room (Old College) X-MICROSOFT-LOCATIONSOURCE:None X-MICROSOFT-LOCATIONS:[{"DisplayName":"G.158 - Quad Teaching Room (Old Coll ege)"\,"LocationAnnotation":""\,"LocationUri":""\,"LocationStreet":""\,"Lo cationCity":""\,"LocationState":""\,"LocationCountry":""\,"LocationPostalC ode":""\,"LocationFullAddress":""}] BEGIN:VALARM DESCRIPTION:REMINDER TRIGGER;RELATED=START:-PT15M ACTION:DISPLAY END:VALARM END:VEVENT END:VCALENDAR
- [AISHED] Lawrence Piao - “Abuse Risks are Often Inherent to Product Features”: Exploring AI Vendors’ Bug Bounty and Responsible Disclosure Policies, Sherrie Shen, 05/06/2026
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