Matches in SemOpenAlex for { <https://semopenalex.org/work/W3155981360> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W3155981360 endingPage "1575" @default.
- W3155981360 startingPage "1559" @default.
- W3155981360 abstract "Code autocompletion is an integral feature of modern code editors and IDEs. The latest generation of autocompleters uses neural language models, trained on public open-source code repositories, to suggest likely (not just statically feasible) completions given the current context. We demonstrate that neural code autocompleters are vulnerable to poisoning attacks. By adding a few specially-crafted files to the autocompleter's training corpus (data poisoning), or else by directly fine-tuning the autocompleter on these files (model poisoning), the attacker can influence its suggestions for attacker-chosen contexts. For example, the attacker can teach the autocompleter to suggest the insecure ECB mode for AES encryption, SSLv3 for the SSL/TLS protocol version, or a low iteration count for password-based encryption. Moreover, we show that these attacks can be targeted: an autocompleter poisoned by a targeted attack is much more likely to suggest the insecure completion for files from a specific repo or specific developer. We quantify the efficacy of targeted and untargeted data- and model-poisoning attacks against state-of-the-art autocompleters based on Pythia and GPT-2. We then evaluate existing defenses against poisoning attacks and show that they are largely ineffective." @default.
- W3155981360 created "2021-04-26" @default.
- W3155981360 creator A5011769908 @default.
- W3155981360 creator A5038206174 @default.
- W3155981360 creator A5048446895 @default.
- W3155981360 creator A5049555551 @default.
- W3155981360 date "2021-01-01" @default.
- W3155981360 modified "2023-09-26" @default.
- W3155981360 title "You Autocomplete Me: Poisoning Vulnerabilities in Neural Code Completion" @default.
- W3155981360 hasPublicationYear "2021" @default.
- W3155981360 type Work @default.
- W3155981360 sameAs 3155981360 @default.
- W3155981360 citedByCount "16" @default.
- W3155981360 countsByYear W31559813602020 @default.
- W3155981360 countsByYear W31559813602021 @default.
- W3155981360 crossrefType "proceedings-article" @default.
- W3155981360 hasAuthorship W3155981360A5011769908 @default.
- W3155981360 hasAuthorship W3155981360A5038206174 @default.
- W3155981360 hasAuthorship W3155981360A5048446895 @default.
- W3155981360 hasAuthorship W3155981360A5049555551 @default.
- W3155981360 hasConcept C109297577 @default.
- W3155981360 hasConcept C138885662 @default.
- W3155981360 hasConcept C148730421 @default.
- W3155981360 hasConcept C151730666 @default.
- W3155981360 hasConcept C177264268 @default.
- W3155981360 hasConcept C199360897 @default.
- W3155981360 hasConcept C2776401178 @default.
- W3155981360 hasConcept C2776760102 @default.
- W3155981360 hasConcept C2779343474 @default.
- W3155981360 hasConcept C38652104 @default.
- W3155981360 hasConcept C41008148 @default.
- W3155981360 hasConcept C41895202 @default.
- W3155981360 hasConcept C43126263 @default.
- W3155981360 hasConcept C86803240 @default.
- W3155981360 hasConceptScore W3155981360C109297577 @default.
- W3155981360 hasConceptScore W3155981360C138885662 @default.
- W3155981360 hasConceptScore W3155981360C148730421 @default.
- W3155981360 hasConceptScore W3155981360C151730666 @default.
- W3155981360 hasConceptScore W3155981360C177264268 @default.
- W3155981360 hasConceptScore W3155981360C199360897 @default.
- W3155981360 hasConceptScore W3155981360C2776401178 @default.
- W3155981360 hasConceptScore W3155981360C2776760102 @default.
- W3155981360 hasConceptScore W3155981360C2779343474 @default.
- W3155981360 hasConceptScore W3155981360C38652104 @default.
- W3155981360 hasConceptScore W3155981360C41008148 @default.
- W3155981360 hasConceptScore W3155981360C41895202 @default.
- W3155981360 hasConceptScore W3155981360C43126263 @default.
- W3155981360 hasConceptScore W3155981360C86803240 @default.
- W3155981360 hasLocation W31559813601 @default.
- W3155981360 hasOpenAccess W3155981360 @default.
- W3155981360 hasPrimaryLocation W31559813601 @default.
- W3155981360 hasRelatedWork W1184927937 @default.
- W3155981360 hasRelatedWork W1563971619 @default.
- W3155981360 hasRelatedWork W193017831 @default.
- W3155981360 hasRelatedWork W1991603936 @default.
- W3155981360 hasRelatedWork W2061354941 @default.
- W3155981360 hasRelatedWork W2103262407 @default.
- W3155981360 hasRelatedWork W2147491888 @default.
- W3155981360 hasRelatedWork W2477562632 @default.
- W3155981360 hasRelatedWork W2534651220 @default.
- W3155981360 hasRelatedWork W2748789698 @default.
- W3155981360 hasRelatedWork W2766183686 @default.
- W3155981360 hasRelatedWork W2963343288 @default.
- W3155981360 hasRelatedWork W2963403868 @default.
- W3155981360 hasRelatedWork W2963744840 @default.
- W3155981360 hasRelatedWork W2965373594 @default.
- W3155981360 hasRelatedWork W3011487747 @default.
- W3155981360 hasRelatedWork W3038680626 @default.
- W3155981360 hasRelatedWork W3208494612 @default.
- W3155981360 hasRelatedWork W65493678 @default.
- W3155981360 hasRelatedWork W2186836446 @default.
- W3155981360 isParatext "false" @default.
- W3155981360 isRetracted "false" @default.
- W3155981360 magId "3155981360" @default.
- W3155981360 workType "article" @default.