[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-84274-en":3,"doc-seo-84274-105":29,"detail-sidebar-cat-0-en-105":90},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":13,"seo_description":14,"update_tm":27,"read_time":28},84274,1374391974564,"Clementine","https://ap-avatar.wpscdn.com/avatar/14000253aa45c000a9e?x-image-process=image/resize,m_fixed,w_180,h_180&k=1779874745381141002",7,"Healthcare","Idiobionics: The Unification of Privacy and Intelligent Robotic Prostheses","Human bodies are increasingly paired with digital technologies, and robotic prostheses exemplify this tight biological–computational coupling. Also known as bionic limbs, these devices support people with limb loss in daily activities such as walking and grasping, enabled by advanced sensors and AI-based control that supports semi-autonomous co-adaptation. The same sensing and control advances create privacy threat vectors that may hinder adoption. The paper proposes idiobionics, defines it via related work, analyzes potential adversarial attacks, and curates open research questions for wearable robotics researchers.","Idiobionics: The Unification of Privacy and Intelligent Robotic Prostheses  \nKwesi Afari Darfoor, 1 ,2 Patrick M. Pilarski, 1 ,2 ,3 and Bailey Kacsmar1 ,2  \narXiv :2607 .07775v 1 [ cs .AI] 8 Jul 2026  \nAbstract—The human body is at the center of a growing family of technologies designed to tightly and persistently couple biological and digital systems. Robotic prostheses are a representative example of this tight coupling. Also referred to as bionic limbs, robotic prostheses are devices that support people who have lost limbs in pursuing daily life activities such as walking and grasping objects. Bionic limbs are now perceptive and responsive owing to their integration with advanced sensors and artificial intelligence-based control approaches. Consequently, such robotic prostheses can now be viewed as semiautonomous wearable robotic systems that can co-adapt with their users. However, the same sensing and control advancements that increase the capability of robotic prostheses also introduce threat vectors that could be exploited by malicious entities to violate the privacy of users. To fully realize the benefits of next-generation bionic limbs, we maintain it is important to directly understand and address these privacy risks and the barriers they might present to user adoption. This paper therefore introduces a new line of inquiry we term idiobionics to holistically investigate issues at the intersection of privacy and intelligent bionic limbs. As the main contribution of this paper, we define idiobionics, ground it in related literature, and provide preliminary evidence showing and discussing potential adversarial attacks that could exploit intelligent bionic limb designs. We then contribute a curated list of open research questions within idiobionics that are relevant to researchers in wearable robotics and other human-facing autonomous systems. We expect that idiobionics research will help unlock the full potential of robotic prostheses and related bionic devices.  \nI. INTRODUCTION  \nWe are currently in an unprecedented technological era where devices are integrated with the human body, transforming a user into a human-machine entity in what is called the Internet of Bodies (IoB) [39], [50], [59] . First introduced in 2014, the IoB encompasses a wide range of devices, from advanced internal devices such as pacemakers and cochlear implants, to popular external wearables such as fitness trackers [39] . Driven by increasing consumer adoption, these devices have become an integral component of daily life, evolving into tools that users rely on to function and perform various activities [39], [59] . In this paper, we focus on a specific and representative example of an IoB device: robotic prostheses, also termed bionic limbs, intended  \n*This work was supported in part by the Alberta Machine Intelligence Institute (Amii), the Canada CIFAR AI Chairs Program, the Canadian Artificial Intelligence Safety Institute (CAISI), the National Science and Engineering Research Council (NSERC), Alberta Innovates, and the Government of Alberta. 1Department of Computing Science, University of Alberta, Edmonton, Canada; 2Alberta Machine Intelligence Institute (Amii), Edmonton, Canada; 3Department of Medicine, University of Alberta, Edmonton, Canada.  \n{darfoor,pilarski,[kacsmar](kacsmar}@ualberta.ca)[}](kacsmar}@ualberta.ca)[@ualberta.ca](kacsmar}@ualberta.ca)  \nfor long-term daily use by people with amputations or other forms of limb difference.  \nBionic limbs are integral to the lives of many individuals who have lost a limb due to congenital abnormalities or traumatic injuries like motorcycle and workplace accidents [47] . These robotic devices are engineered to allow such individuals to regain functional movement tailored to their specific amputation level [22] and therefore carry out various Activities of Daily Living (ADLs) including walking and grasping objects [38] . By integrating biomechanical principles and robotic technology, bionic","cbCaiv0m9gIEG8Gb","https://ap.wps.com/l/cbCaiv0m9gIEG8Gb","pdf",347098,1,8,"English","en",105,"# Introduction\n## Internet of Bodies and robotic prostheses\n## Bionic limb perception and control pipeline\n## Continual, incremental, and reinforcement learning for adaptation\n## Privacy risks and the need for idiobionics","[{\"question\":\"What is idiobionics, as introduced in the paper?\",\"answer\":\"Idiobionics is a new line of inquiry proposed to holistically investigate issues at the intersection of privacy and intelligent bionic (robotic prosthesis) limbs.\"},{\"question\":\"Why do intelligent robotic prostheses create privacy threats?\",\"answer\":\"Advanced sensors and AI-based control improve capability, but they also introduce threat vectors that malicious entities could exploit to violate user privacy.\"},{\"question\":\"What contributions does the paper make to the field?\",\"answer\":\"The paper defines idiobionics, grounds it in related literature, provides preliminary evidence discussing potential adversarial attacks, and compiles a curated list of open research questions relevant to wearable robotics and human-facing autonomous systems.\"}]",1784194523,20,{"code":4,"msg":30,"data":31},"ok",{"site_id":24,"language":23,"slug":32,"title":13,"keywords":33,"description":14,"schema_data":34,"social_meta":85,"head_meta":87,"extra_data":89,"updated_unix":27},"idiobionics-the-unification-of-privacy-and-intelligent-robotic-prostheses","",{"@graph":35,"@context":84},[36,53,67],{"@type":37,"itemListElement":38},"BreadcrumbList",[39,43,47,50],{"item":40,"name":41,"@type":42,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":44,"name":45,"@type":42,"position":46},"https://docshare.wps.com/document/","Document",2,{"item":48,"name":12,"@type":42,"position":49},"https://docshare.wps.com/document/healthcare/",3,{"item":51,"name":13,"@type":42,"position":52},"https://docshare.wps.com/document/idiobionics-the-unification-of-privacy-and-intelligent-robotic-prostheses/84274/",4,{"url":51,"name":13,"@type":54,"author":55,"headline":13,"publisher":57,"fileFormat":60,"inLanguage":23,"description":14,"dateModified":61,"datePublished":61,"encodingFormat":60,"isAccessibleForFree":62,"interactionStatistic":63},"DigitalDocument",{"name":9,"@type":56},"Person",{"url":40,"name":58,"@type":59},"DocShare","Organization","application/pdf","2026-07-16",true,{"@type":64,"interactionType":65,"userInteractionCount":4},"InteractionCounter",{"@type":66},"ViewAction",{"@type":68,"mainEntity":69},"FAQPage",[70,76,80],{"name":71,"@type":72,"acceptedAnswer":73},"What is idiobionics, as introduced in the paper?","Question",{"text":74,"@type":75},"Idiobionics is a new line of inquiry proposed to holistically investigate issues at the intersection of privacy and intelligent bionic (robotic prosthesis) limbs.","Answer",{"name":77,"@type":72,"acceptedAnswer":78},"Why do intelligent robotic prostheses create privacy threats?",{"text":79,"@type":75},"Advanced sensors and AI-based control improve capability, but they also introduce threat vectors that malicious entities could exploit to violate user privacy.",{"name":81,"@type":72,"acceptedAnswer":82},"What contributions does the paper make to the field?",{"text":83,"@type":75},"The paper defines idiobionics, grounds it in related literature, provides preliminary evidence discussing potential adversarial attacks, and compiles a curated list of open research questions relevant to wearable robotics and human-facing autonomous systems.","https://schema.org",{"og:url":51,"og:type":86,"og:title":13,"og:site_name":58,"og:description":14},"article",{"robots":88,"canonical":51},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":91},[92,96,100,104,109,114,117,121,125,128,132],{"id":20,"doc_module":4,"doc_module_name":45,"category_name":93,"show_sort_weight":94,"slug":95},"Story & Novel",90,"story-novel",{"id":46,"doc_module":4,"doc_module_name":45,"category_name":97,"show_sort_weight":98,"slug":99},"Literature",80,"literature",{"id":52,"doc_module":4,"doc_module_name":45,"category_name":101,"show_sort_weight":102,"slug":103},"Exam",70,"exam",{"id":105,"doc_module":4,"doc_module_name":45,"category_name":106,"show_sort_weight":107,"slug":108},5,"Comic",60,"comic",{"id":110,"doc_module":4,"doc_module_name":45,"category_name":111,"show_sort_weight":112,"slug":113},6,"Technology",50,"technology",{"id":11,"doc_module":4,"doc_module_name":45,"category_name":12,"show_sort_weight":115,"slug":116},40,"healthcare",{"id":21,"doc_module":4,"doc_module_name":45,"category_name":118,"show_sort_weight":119,"slug":120},"Research & Report",30,"research-report",{"id":122,"doc_module":4,"doc_module_name":45,"category_name":123,"show_sort_weight":28,"slug":124},9,"Religion & Spirituality","religion-spirituality",{"id":28,"doc_module":4,"doc_module_name":45,"category_name":126,"show_sort_weight":28,"slug":127},"World Cup","world-cup",{"id":129,"doc_module":4,"doc_module_name":45,"category_name":130,"show_sort_weight":129,"slug":131},10,"Lifestyle","lifestyle",{"id":133,"doc_module":4,"doc_module_name":45,"category_name":134,"show_sort_weight":105,"slug":135},19,"General","general"]