{"id":"https://openalex.org/W2964248489","doi":"https://doi.org/10.1007/978-3-030-11012-3_14","title":"Adding new tasks to a single network with weight transformations using binary masks","display_name":"Adding new tasks to a single network with weight transformations using binary masks","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2964248489","doi":"https://doi.org/10.1007/978-3-030-11012-3_14","mag":"2964248489"},"language":"en","primary_location":{"id":"pmh:oai:iris.unitn.it:11572/251272","is_oa":false,"landing_page_url":"http://hdl.handle.net/11572/251272","pdf_url":null,"source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"type":"book-chapter","indexed_in":[],"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/A5017971549","display_name":"Massimiliano Mancini","orcid":"https://orcid.org/0000-0001-8595-9955"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Mancini M.","raw_affiliation_strings":["Sapienza University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sapienza University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065059558","display_name":"Elisa Ricci","orcid":"https://orcid.org/0000-0002-0228-1147"},"institutions":[{"id":"https://openalex.org/I2277624104","display_name":"Fondazione Bruno Kessler","ror":"https://ror.org/01j33xk10","country_code":"IT","type":"facility","lineage":["https://openalex.org/I2277624104"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ricci E.","raw_affiliation_strings":["Fondazione Bruno Kessler, Trento, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondazione Bruno Kessler, Trento, Italy","institution_ids":["https://openalex.org/I2277624104"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024757596","display_name":"Barbara Caputo","orcid":"https://orcid.org/0000-0001-7169-0158"},"institutions":[{"id":"https://openalex.org/I30771326","display_name":"Italian Institute of Technology","ror":"https://ror.org/042t93s57","country_code":"IT","type":"facility","lineage":["https://openalex.org/I30771326"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Caputo B.","raw_affiliation_strings":["Italian Institute of Technology, Genoa, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Italian Institute of Technology, Genoa, Italy","institution_ids":["https://openalex.org/I30771326"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073916921","display_name":"Samuel Rota Bul\u00f2","orcid":"https://orcid.org/0000-0002-2372-1367"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bulo S. R.","raw_affiliation_strings":["Mapillary Research, Graz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mapillary Research, Graz, Austria","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017971549"],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":null,"apc_paid":null,"fwci":4.4814,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.95640751,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9998999834060669,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9998999834060669,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8673908114433289},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.6781627535820007},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6188481450080872},{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.5715550184249878},{"id":"https://openalex.org/keywords/affine-transformation","display_name":"Affine transformation","score":0.4604407548904419},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45782551169395447},{"id":"https://openalex.org/keywords/binary-code","display_name":"Binary code","score":0.4310629963874817},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4211377203464508},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3964635729789734},{"id":"https://openalex.org/keywords/arithmetic","display_name":"Arithmetic","score":0.14781531691551208}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8673908114433289},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.6781627535820007},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6188481450080872},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.5715550184249878},{"id":"https://openalex.org/C92757383","wikidata":"https://www.wikidata.org/wiki/Q382497","display_name":"Affine transformation","level":2,"score":0.4604407548904419},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45782551169395447},{"id":"https://openalex.org/C63435697","wikidata":"https://www.wikidata.org/wiki/Q864135","display_name":"Binary code","level":3,"score":0.4310629963874817},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4211377203464508},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3964635729789734},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.14781531691551208},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:iris.unitn.it:11572/251272","is_oa":false,"landing_page_url":"http://hdl.handle.net/11572/251272","pdf_url":null,"source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W24089286","https://openalex.org/W99485931","https://openalex.org/W1682403713","https://openalex.org/W1797268635","https://openalex.org/W1903029394","https://openalex.org/W1972420097","https://openalex.org/W1991564165","https://openalex.org/W2015563892","https://openalex.org/W2047643928","https://openalex.org/W2060277733","https://openalex.org/W2067713319","https://openalex.org/W2102605133","https://openalex.org/W2113839990","https://openalex.org/W2117539524","https://openalex.org/W2120501001","https://openalex.org/W2134371255","https://openalex.org/W2138011018","https://openalex.org/W2153968339","https://openalex.org/W2154740476","https://openalex.org/W2163605009","https://openalex.org/W2166344886","https://openalex.org/W2194321275","https://openalex.org/W2194775991","https://openalex.org/W2242818861","https://openalex.org/W2253188500","https://openalex.org/W2267727210","https://openalex.org/W2335728318","https://openalex.org/W2462996230","https://openalex.org/W2473930607","https://openalex.org/W2533598788","https://openalex.org/W2560647685","https://openalex.org/W2613332842","https://openalex.org/W2616957565","https://openalex.org/W2791091755","https://openalex.org/W2794567104","https://openalex.org/W2795026356","https://openalex.org/W2962945654","https://openalex.org/W2963072899","https://openalex.org/W2963149653","https://openalex.org/W2964137095","https://openalex.org/W2979624500","https://openalex.org/W3118608800"],"related_works":["https://openalex.org/W2134880816","https://openalex.org/W2111298487","https://openalex.org/W4308157887","https://openalex.org/W2055498716","https://openalex.org/W2279238589","https://openalex.org/W4386075138","https://openalex.org/W1984130439","https://openalex.org/W3016499519","https://openalex.org/W2562873141","https://openalex.org/W73535186"],"abstract_inverted_index":{"Visual":[0,158],"recognition":[1],"algorithms":[2],"are":[3],"required":[4],"today":[5],"to":[6,25,28,31,105,112,118],"exhibit":[7],"adaptive":[8],"abilities.":[9],"Given":[10],"a":[11,16,62,71],"deep":[12],"model":[13],"trained":[14],"on":[15,138,156],"specific,":[17],"given":[18,63],"task,":[19],"it":[20,102],"would":[21],"be":[22,26],"highly":[23],"desirable":[24],"able":[27],"adapt":[29],"incrementally":[30],"new":[32,40,113,151],"tasks,":[33,114],"preserving":[34],"scalability":[35],"as":[36],"the":[37,45,58,88,116,143,150,154,157],"number":[38],"of":[39,61,87,110,145,153],"tasks":[41],"increases,":[42],"while":[43],"at":[44],"same":[46],"time":[47],"avoiding":[48],"catastrophic":[49],"forgetting":[50],"issues.":[51],"Recent":[52],"work":[53],"has":[54],"shown":[55],"that":[56,91,98,148],"masking":[57],"internal":[59],"weights":[60,90],"original":[64],"conv-net":[65],"through":[66],"learned":[67,93],"binary":[68,94],"variables":[69],"is":[70,103],"promising":[72],"strategy.":[73],"We":[74,96],"build":[75],"upon":[76],"this":[77],"intuition":[78],"and":[79],"take":[80],"into":[81],"account":[82],"more":[83,127],"elaborated":[84],"affine":[85],"transformations":[86],"convolutional":[89],"include":[92],"masks.":[95],"show":[97],"with":[99,120],"our":[100,146],"generalization":[101],"possible":[104],"achieve":[106],"significantly":[107],"higher":[108],"levels":[109],"adaptation":[111],"enabling":[115],"approach":[117],"compete":[119],"fine":[121],"tuning":[122],"strategies":[123],"by":[124],"requiring":[125],"slightly":[126],"than":[128],"1":[129],"bit":[130],"per":[131,134],"network":[132],"parameter":[133],"additional":[135],"task.":[136],"Experiments":[137],"two":[139],"popular":[140],"benchmarks":[141],"showcase":[142],"power":[144],"approach,":[147],"achieves":[149],"state":[152],"art":[155],"Decathlon":[159],"Challenge.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":5}],"updated_date":"2026-06-04T06:14:18.571774","created_date":"2025-10-10T00:00:00"}
