{"id":"https://openalex.org/W3200357090","doi":"https://doi.org/10.23919/acc53348.2022.9867848","title":"Balancing detectability and performance of attacks on the control channel of Markov Decision Processes","display_name":"Balancing detectability and performance of attacks on the control channel of Markov Decision Processes","publication_year":2022,"publication_date":"2022-06-08","ids":{"openalex":"https://openalex.org/W3200357090","doi":"https://doi.org/10.23919/acc53348.2022.9867848","mag":"3200357090"},"language":"en","primary_location":{"id":"doi:10.23919/acc53348.2022.9867848","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc53348.2022.9867848","pdf_url":null,"source":{"id":"https://openalex.org/S4363607732","display_name":"2022 American Control Conference (ACC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 American Control Conference (ACC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101696896","display_name":"Alessio Russo","orcid":"https://orcid.org/0000-0001-9083-5260"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Alessio Russo","raw_affiliation_strings":["KTH Royal Institute of Technology,Division of Decision and Control Systems of the EECS School,Stockholm,Sweden","Division of Decision and Control Systems of the EECS School, KTH Royal Institute of Technology, Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"KTH Royal Institute of Technology,Division of Decision and Control Systems of the EECS School,Stockholm,Sweden","institution_ids":["https://openalex.org/I86987016"]},{"raw_affiliation_string":"Division of Decision and Control Systems of the EECS School, KTH Royal Institute of Technology, Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025136069","display_name":"Alexandre Prouti\u00e8re","orcid":"https://orcid.org/0000-0002-4679-4673"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Alexandre Proutiere","raw_affiliation_strings":["KTH Royal Institute of Technology,Division of Decision and Control Systems of the EECS School,Stockholm,Sweden","Division of Decision and Control Systems of the EECS School, KTH Royal Institute of Technology, Stockholm, Sweden"],"affiliations":[{"raw_affiliation_string":"KTH Royal Institute of Technology,Division of Decision and Control Systems of the EECS School,Stockholm,Sweden","institution_ids":["https://openalex.org/I86987016"]},{"raw_affiliation_string":"Division of Decision and Control Systems of the EECS School, KTH Royal Institute of Technology, Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101696896"],"corresponding_institution_ids":["https://openalex.org/I86987016"],"apc_list":null,"apc_paid":null,"fwci":0.2081,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.36421915,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"2843","last_page":"2850"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11515","display_name":"Bacillus and Francisella bacterial research","score":0.9508000016212463,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.8596042394638062},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.7973967790603638},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7916046977043152},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6939160823822021},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.5403902530670166},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4901884198188782},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.47336170077323914},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.45070570707321167},{"id":"https://openalex.org/keywords/norm","display_name":"Norm (philosophy)","score":0.4430544078350067},{"id":"https://openalex.org/keywords/decision-maker","display_name":"Decision maker","score":0.43362778425216675},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4097449779510498},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3628131151199341},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.21537604928016663},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10182824730873108}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8596042394638062},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.7973967790603638},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7916046977043152},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6939160823822021},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.5403902530670166},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4901884198188782},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.47336170077323914},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.45070570707321167},{"id":"https://openalex.org/C191795146","wikidata":"https://www.wikidata.org/wiki/Q3878446","display_name":"Norm (philosophy)","level":2,"score":0.4430544078350067},{"id":"https://openalex.org/C2986080485","wikidata":"https://www.wikidata.org/wiki/Q1331926","display_name":"Decision maker","level":2,"score":0.43362778425216675},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4097449779510498},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3628131151199341},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.21537604928016663},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10182824730873108},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/acc53348.2022.9867848","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc53348.2022.9867848","pdf_url":null,"source":{"id":"https://openalex.org/S4363607732","display_name":"2022 American Control Conference (ACC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 American Control Conference (ACC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W1518931405","https://openalex.org/W1533983758","https://openalex.org/W1536997931","https://openalex.org/W1546020435","https://openalex.org/W1757796397","https://openalex.org/W1945616565","https://openalex.org/W1981904416","https://openalex.org/W2011301426","https://openalex.org/W2044535354","https://openalex.org/W2071453199","https://openalex.org/W2097306757","https://openalex.org/W2105078254","https://openalex.org/W2112072995","https://openalex.org/W2119567691","https://openalex.org/W2121863487","https://openalex.org/W2145339207","https://openalex.org/W2166426063","https://openalex.org/W2257979135","https://openalex.org/W2344786740","https://openalex.org/W2460937040","https://openalex.org/W2472803348","https://openalex.org/W2572659264","https://openalex.org/W2602963933","https://openalex.org/W2736601468","https://openalex.org/W2773525213","https://openalex.org/W2781726626","https://openalex.org/W2795237036","https://openalex.org/W2914994663","https://openalex.org/W2919115771","https://openalex.org/W2941205169","https://openalex.org/W2942465044","https://openalex.org/W2949103145","https://openalex.org/W2949979136","https://openalex.org/W2952981100","https://openalex.org/W2962755762","https://openalex.org/W2962803570","https://openalex.org/W2962902376","https://openalex.org/W2963082979","https://openalex.org/W2963178695","https://openalex.org/W2963207607","https://openalex.org/W2963857521","https://openalex.org/W2964082701","https://openalex.org/W2964108292","https://openalex.org/W2964153729","https://openalex.org/W2964253222","https://openalex.org/W2969281871","https://openalex.org/W2996037775","https://openalex.org/W2998401161","https://openalex.org/W3006602764","https://openalex.org/W3043225036","https://openalex.org/W3045875028","https://openalex.org/W3098237412","https://openalex.org/W3099878876","https://openalex.org/W3135179687","https://openalex.org/W3162902207","https://openalex.org/W3185519452","https://openalex.org/W3200357090","https://openalex.org/W4214717370","https://openalex.org/W4232360733","https://openalex.org/W4247848308","https://openalex.org/W4293545785","https://openalex.org/W4298857966","https://openalex.org/W4299401133","https://openalex.org/W4391410851","https://openalex.org/W6637967152","https://openalex.org/W6640425456","https://openalex.org/W6687063787","https://openalex.org/W6733049761","https://openalex.org/W6737893269","https://openalex.org/W6741002519","https://openalex.org/W6747027214","https://openalex.org/W6747473740","https://openalex.org/W6759312646","https://openalex.org/W6767076659","https://openalex.org/W6772005887","https://openalex.org/W6801471519"],"related_works":["https://openalex.org/W3096874164","https://openalex.org/W2937181779","https://openalex.org/W2386410636","https://openalex.org/W1985560493","https://openalex.org/W2357975469","https://openalex.org/W2145363145","https://openalex.org/W1626977535","https://openalex.org/W2341346307","https://openalex.org/W4225269853","https://openalex.org/W3168977894"],"abstract_inverted_index":{"We":[0,157,170],"investigate":[1],"the":[2,11,24,28,59,62,77,80,90,97,116,120,139,143,146,151,154,159,162,165],"problem":[3],"of":[4,14,27,61,79,108,119,141,145,153,164],"designing":[5],"optimal":[6],"stealthy":[7],"poisoning":[8,34],"attacks":[9,35,57],"on":[10,134],"control":[12],"channel":[13],"Markov":[15,122],"decision":[16],"processes":[17],"(MDPs).":[18],"This":[19],"research":[20,29],"is":[21,83],"motivated":[22],"by":[23],"recent":[25],"interest":[26],"community":[30],"for":[31],"adversarial":[32,71,81],"and":[33,39,110,167,174],"applied":[36],"to":[37,53,56,86],"MDPs,":[38],"reinforcement":[40],"learning":[41],"(RL)":[42],"methods.":[43],"The":[44],"policies":[45],"resulting":[46],"from":[47,70],"these":[48],"methods":[49],"have":[50],"been":[51],"shown":[52],"be":[54],"vulnerable":[55],"perturbing":[58],"observations":[60],"decision-maker.":[63],"In":[64,124],"such":[65,101],"an":[66],"attack,":[67],"drawing":[68],"inspiration":[69],"examples":[72,173],"used":[73],"in":[74],"supervised":[75],"learning,":[76],"amplitude":[78],"perturbation":[82],"limited":[84],"according":[85],"some":[87],"norm,":[88],"with":[89,172],"hope":[91],"that":[92,137],"this":[93,125,178],"constraint":[94],"will":[95],"make":[96],"attack":[98,131,147,166],"imperceptible.":[99],"However,":[100],"constraints":[102],"do":[103,111],"not":[104,112],"grant":[105],"any":[106],"level":[107],"undetectability":[109],"take":[113],"into":[114],"account":[115],"dynamic":[117],"nature":[118],"underlying":[121],"process.":[123,156],"paper,":[126],"we":[127],"propose":[128],"a":[129],"new":[130],"formulation,":[132],"based":[133],"information-theoretical":[135],"quantities,":[136],"considers":[138],"objective":[140],"minimizing":[142],"detectability":[144],"as":[148,150],"well":[149],"performance":[152],"controlled":[155],"analyze":[158],"trade-off":[160],"between":[161],"efficiency":[163],"its":[168],"detectability.":[169],"conclude":[171],"numerical":[175],"simulations":[176],"illustrating":[177],"trade-off.":[179]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
