{"id":"https://openalex.org/W4413910002","doi":"https://doi.org/10.47974/jdmsc-2429","title":"Discrete algebra-based neural models for secure information transmission","display_name":"Discrete algebra-based neural models for secure information transmission","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413910002","doi":"https://doi.org/10.47974/jdmsc-2429"},"language":"en","primary_location":{"id":"doi:10.47974/jdmsc-2429","doi":"https://doi.org/10.47974/jdmsc-2429","is_oa":true,"landing_page_url":"https://doi.org/10.47974/jdmsc-2429","pdf_url":"https://tarupublications.com/journals/jdmsc/volume/28/issue/5-B/discrete-algebra-based-neural-models-for-secure-information-transmission/pdf","source":{"id":"https://openalex.org/S2764892126","display_name":"Journal of Discrete Mathematical Sciences and Cryptography","issn_l":"0972-0529","issn":["0972-0529","2169-0065"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Discrete Mathematical Sciences and Cryptography","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://tarupublications.com/journals/jdmsc/volume/28/issue/5-B/discrete-algebra-based-neural-models-for-secure-information-transmission/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054752574","display_name":"Deepak B. Patil","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210145115","display_name":"D.Y. Patil Education Society","ror":"https://ror.org/03p6cns83","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210145115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Deepak B. Patil","raw_affiliation_strings":["Department of Data Science Engineering, School of Engineering and Management, D Y Patil Education Society (Deemed to be University), Kolhapur, Maharashtra, 416006, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Data Science Engineering, School of Engineering and Management, D Y Patil Education Society (Deemed to be University), Kolhapur, Maharashtra, 416006, India","institution_ids":["https://openalex.org/I4210145115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053344975","display_name":"Vaishnaw Gorakhnath Kale","orcid":"https://orcid.org/0000-0001-7491-7821","observed_orcids":["https://orcid.org/0000-0001-7491-7821"]},"institutions":[{"id":"https://openalex.org/I4210096567","display_name":"D Y Patil International University","ror":"https://ror.org/0116dk457","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210096567"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vaishnaw G. Kale","raw_affiliation_strings":["School of Computer Science Engineering and Applications, Akurdi, D Y Patil International University, Pune, Maharashtra, 411044, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Applications, Akurdi, D Y Patil International University, Pune, Maharashtra, 411044, India","institution_ids":["https://openalex.org/I4210096567"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shubhangi Babasaheb Patil","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shubhangi Babasaheb Patil","raw_affiliation_strings":["Department of Electronics and Telecommunication, Dr J J Magdum College of Engineering, Jaysingpur, Maharashtra, 416101, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Telecommunication, Dr J J Magdum College of Engineering, Jaysingpur, Maharashtra, 416101, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067373168","display_name":"Amol Bapuso Rajmane","orcid":"https://orcid.org/0000-0003-2257-9044","observed_orcids":["https://orcid.org/0000-0003-2257-9044"]},"institutions":[{"id":"https://openalex.org/I4405285342","display_name":"JSPM University","ror":"https://ror.org/058c3a641","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405285342"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amol Bapuso Rajmane","raw_affiliation_strings":["Department of Computer Science & Engineering, School of Computational Sciences, JSPM University, Pune, Maharashtra, 412207, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, School of Computational Sciences, JSPM University, Pune, Maharashtra, 412207, India","institution_ids":["https://openalex.org/I4405285342"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sagar Vasantrao Joshi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sagar Vasantrao Joshi","raw_affiliation_strings":["Department of Electronics & Telecommunication Engineering, Talegaon Dabhade, Nutan Maharashtra Institute of Engineering and Technology, Pune, Maharashtra, 410507, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics & Telecommunication Engineering, Talegaon Dabhade, Nutan Maharashtra Institute of Engineering and Technology, Pune, Maharashtra, 410507, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038663243","display_name":"Trupti Narayan Pawase","orcid":"https://orcid.org/0000-0003-2540-4522","observed_orcids":["https://orcid.org/0000-0003-2540-4522"]},"institutions":[{"id":"https://openalex.org/I4405260121","display_name":"DES Pune University","ror":"https://ror.org/039pa0a74","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405260121"]},{"id":"https://openalex.org/I878213199","display_name":"Savitribai Phule Pune University","ror":"https://ror.org/044g6d731","country_code":"IN","type":"education","lineage":["https://openalex.org/I878213199"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Trupti Narayan Pawase","raw_affiliation_strings":["School of Engineering and Technology, DES Pune University, Pune, Maharashtra, 411004, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Technology, DES Pune University, Pune, Maharashtra, 411004, India","institution_ids":["https://openalex.org/I4405260121","https://openalex.org/I878213199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"28","issue":"5-B","first_page":"2125","last_page":"2136"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11130","display_name":"Coding theory and cryptography","score":0.9297000169754028,"subfield":{"id":"https://openalex.org/subfields/2607","display_name":"Discrete Mathematics and Combinatorics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11130","display_name":"Coding theory and cryptography","score":0.9297000169754028,"subfield":{"id":"https://openalex.org/subfields/2607","display_name":"Discrete Mathematics and Combinatorics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11321","display_name":"Error Correcting Code Techniques","score":0.03720000013709068,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.0210999995470047,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/secure-data-transmission","display_name":"secure data transmission","score":0.8339999914169312},{"id":"https://openalex.org/keywords/finite-field-arithmetic","display_name":"finite field arithmetic","score":0.7950000166893005},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.4659999907016754},{"id":"https://openalex.org/keywords/error-correcting-codes","display_name":"error-correcting codes","score":0.9570000171661377},{"id":"https://openalex.org/keywords/packet-loss","display_name":"packet loss","score":0.7310000061988831},{"id":"https://openalex.org/keywords/adversarial-robustness","display_name":"adversarial robustness","score":0.7599999904632568},{"id":"https://openalex.org/keywords/eavesdropping","display_name":"eavesdropping","score":0.7310000061988831},{"id":"https://openalex.org/keywords/information-leakage","display_name":"information leakage","score":0.6420000195503235},{"id":"https://openalex.org/keywords/channel-impairments","display_name":"channel impairments","score":0.4099999964237213},{"id":"https://openalex.org/keywords/awgn-channel","display_name":"AWGN channel","score":0.4449999928474426}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5981329083442688},{"id":"https://openalex.org/C136119220","wikidata":"https://www.wikidata.org/wiki/Q1000660","display_name":"Algebra over a field","level":2,"score":0.5386073589324951},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.5102276802062988},{"id":"https://openalex.org/C2983568541","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Information transmission","level":2,"score":0.4767366647720337},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.44276919960975647},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4385005831718445},{"id":"https://openalex.org/C2779814227","wikidata":"https://www.wikidata.org/wiki/Q7444882","display_name":"Secure transmission","level":3,"score":0.41547149419784546},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3554824888706207},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3451164960861206},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.19274002313613892},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.15581580996513367},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.47974/jdmsc-2429","doi":"https://doi.org/10.47974/jdmsc-2429","is_oa":true,"landing_page_url":"https://doi.org/10.47974/jdmsc-2429","pdf_url":"https://tarupublications.com/journals/jdmsc/volume/28/issue/5-B/discrete-algebra-based-neural-models-for-secure-information-transmission/pdf","source":{"id":"https://openalex.org/S2764892126","display_name":"Journal of Discrete Mathematical Sciences and Cryptography","issn_l":"0972-0529","issn":["0972-0529","2169-0065"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Discrete Mathematical Sciences and Cryptography","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.47974/jdmsc-2429","doi":"https://doi.org/10.47974/jdmsc-2429","is_oa":true,"landing_page_url":"https://doi.org/10.47974/jdmsc-2429","pdf_url":"https://tarupublications.com/journals/jdmsc/volume/28/issue/5-B/discrete-algebra-based-neural-models-for-secure-information-transmission/pdf","source":{"id":"https://openalex.org/S2764892126","display_name":"Journal of Discrete Mathematical Sciences and Cryptography","issn_l":"0972-0529","issn":["0972-0529","2169-0065"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Discrete Mathematical Sciences and Cryptography","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413910002.pdf","grobid_xml":"https://content.openalex.org/works/W4413910002.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W4393002464","https://openalex.org/W4411067966"],"related_works":["https://openalex.org/W7221092480","https://openalex.org/W7168550111","https://openalex.org/W4293209449","https://openalex.org/W3129876751","https://openalex.org/W3013057966","https://openalex.org/W3028666577","https://openalex.org/W2899345635","https://openalex.org/W7164134976","https://openalex.org/W7112369741","https://openalex.org/W7132954666"],"abstract_inverted_index":{"Secure":[0],"and":[1,6,32,48,112,143,158],"reliable":[2],"transmission":[3],"over":[4,66],"noisy":[5],"adversarial":[7,146],"channels":[8],"remains":[9,86],"a":[10,19,77,94,115,129,137],"critical":[11],"challenge":[12],"in":[13,186],"modern":[14],"communication":[15,185],"systems.":[16],"We":[17],"introduce":[18],"discrete":[20,103,176],"algebra\u2013driven":[21],"neural":[22,42,79,105],"framework":[23],"that":[24,102],"embeds":[25],"finite-field":[26],"arithmetic":[27],"directly":[28],"into":[29],"learned":[30],"encoding":[31],"decoding":[33],"layers,":[34],"combining":[35,132],"classical":[36],"error-correcting":[37],"code":[38],"structures":[39],"with":[40,136,179],"trainable":[41],"masks.":[43],"Evaluated":[44],"on":[45,93],"both":[46],"AWGN":[47],"real-world":[49],"packet-loss":[50],"traces,":[51],"our":[52],"hybrid":[53],"model":[54,152],"achieves":[55],"bit-error":[56],"rates":[57],"below":[58],"10\u20134":[59],"at":[60],"6":[61],"dB":[62],"SNR\u2014a":[63],"tenfold":[64],"improvement":[65],"Hamming":[67],"codes\u2014while":[68],"reducing":[69],"information":[70],"leakage":[71],"by":[72],"30":[73],"%":[74],"compared":[75],"to":[76,118,140,166,182],"pure":[78],"autoencoder.":[80],"Despite":[81],"these":[82],"gains,":[83],"end-to-end":[84],"latency":[85],"under":[87,122],"0.8":[88],"ms":[89],"per":[90],"128-bit":[91],"block":[92],"Google":[95],"Colab":[96],"T4":[97],"GPU.":[98],"These":[99],"results":[100],"demonstrate":[101],"algebra\u2013aware":[104],"architectures":[106],"can":[107],"jointly":[108],"optimize":[109],"reconstruction":[110,134],"fidelity":[111],"confidentiality,":[113],"offering":[114],"practical":[116],"path":[117],"robust,":[119],"secrecy-preserving":[120],"communications":[121],"realistic":[123],"threat":[124],"models.":[125],"Our":[126],"training":[127],"employs":[128],"joint":[130],"loss":[131,159],"mean-squared":[133],"error":[135],"mutual-information":[138],"penalty":[139],"enforce":[141],"secrecy":[142],"incorporates":[144],"\u2113\u221e-bounded":[145],"perturbations":[147],"for":[148],"robustness.":[149],"The":[150],"resulting":[151],"generalizes":[153],"across":[154],"dynamically":[155],"varying":[156],"noise":[157],"patterns,":[160],"preserving":[161],"algebraic":[162,177],"invariants":[163],"while":[164],"adapting":[165],"channel":[167],"impairments.":[168],"This":[169],"work":[170],"highlights":[171],"the":[172,187],"potential":[173],"of":[174,189],"integrating":[175],"theory":[178],"deep":[180],"learning":[181],"achieve":[183],"high-assurance":[184],"presence":[188],"sophisticated":[190],"eavesdroppers.":[191]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-10T00:00:00"}