Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:29:13.084236Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 100 of 101 outbound references and 3 inbound Pith citation observations for arXiv:2412.10953.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T15:29:13.084236Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T06:48:49.709367Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-14T22:13:03.924896Z
100 of 101 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation aec02c44-3037-4689-abff-5f1dfb30a564 · outbound
Optimizing AI-Assisted Code Generation Howreadableismodel-generatedcode?examiningreadabilityandvisualinspectionofgithubcopilot, in: ASE ’22, Association for Computing Machinery, New York, NY
Reference 1
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Observation f1434b5b-90a6-4664-8ee0-eb8d0ca0a534 · outbound
Optimizing AI-Assisted Code Generation State of developer experience report 2024 | atlassian
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Unavailable: canonical work link unavailable.
Observation d532c4f5-d8dd-4236-a438-f95807197c0c · outbound
Optimizing AI-Assisted Code Generation Program Synthesis with Large Language Models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ba0657e-b4ed-4b9e-9b41-b256e57ca37e · outbound
Optimizing AI-Assisted Code Generation DeepCode AI Fix: Fixing Security Vulnerabilities with Large Language Models
Reference 4
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Unavailable: canonical work link unavailable.
Observation 86acebe3-fa71-4afb-9631-6534128da02d · outbound
Optimizing AI-Assisted Code Generation GPT-NeoX-20B: An Open-Source Autoregressive Language Model
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Unavailable: canonical work link unavailable.
Observation b2a1ea6f-da4b-4e99-837d-49ea6edfddca · outbound
Optimizing AI-Assisted Code Generation Kaggle forecasting competitions: An overlooked learning opportunity
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Observation f11be224-3dc6-4864-b3ed-76f57fe15a6a · outbound
Optimizing AI-Assisted Code Generation Artificial intelligence takes center stage: exploring the capabilities and implications of chatgpt and other ai-assisted technologies in scientific research and education
Reference 7
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Unavailable: canonical work link unavailable.
Observation 18d5f7f8-b180-4026-9df0-89ab2aacfd70 · outbound
Optimizing AI-Assisted Code Generation Generative ai degrades online communities
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Observation 05840dc6-0040-4c2c-9fc9-5079905e683a · outbound
Optimizing AI-Assisted Code Generation Evaluating Large Language Models Trained on Code
Reference 10
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Unavailable: canonical work link unavailable.
Observation 58834e29-d7fb-4bb4-9426-43a5c752d5bb · outbound
Optimizing AI-Assisted Code Generation DeVAIC: A Tool for Security Assessment of AI-generated Code
Reference 11
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Unavailable: canonical work link unavailable.
Observation 97aabb71-a186-4f02-8ab0-04c249e2bd11 · outbound
Optimizing AI-Assisted Code Generation Forecasting the m4 competition weekly data: Forecast pro’s winning approach
Reference 12
Source-reported events for the cited work
correction dated 2021-05-19. Source: crossref record 10.1016/j.ijforecast.2021.01.015->10.1016/j.ijforecast.2019.03.018:correction, observed 2026-07-11T03:12:24.338528+00:00. This notice travels one citation hop only.
Observation f781781e-3c5d-40cd-90cb-82eece0b3891 · outbound
Optimizing AI-Assisted Code Generation Focus: Google, one of ai’s biggest backers, warns own staff about chatbots
Reference 13
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Unavailable: canonical work link unavailable.
Observation 3008f4fd-89c0-421f-9bfd-a1aad11de4bb · outbound
Optimizing AI-Assisted Code Generation Ai assisted data labeling with interactive auto label
Reference 14
Source-reported events for the cited work
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Observation cea01b85-5ac1-49ba-8838-0967e5960834 · outbound
Optimizing AI-Assisted Code Generation The economic impact of the ai-powered developer lifecycle and lessons from github copilot
Reference 15
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Unavailable: canonical work link unavailable.
Observation 26e3e6b2-afea-4cf0-8ab9-37eba68a8f34 · outbound
Optimizing AI-Assisted Code Generation Sea Change in Software Development: Economic and Productivity Analysis of the AI-Powered Developer Lifecycle
Reference 16
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Unavailable: canonical work link unavailable.
Observation 7eed800f-e86b-4fa3-aa81-d5b0ddd3a6e0 · outbound
Optimizing AI-Assisted Code Generation A european ai on demand platform and ecosystem
Reference 17
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Observation c5687066-76b8-411e-9e6d-aee2d0ae56d6 · outbound
Optimizing AI-Assisted Code Generation Home page | ai-on-demand
Reference 18
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Unavailable: canonical work link unavailable.
Observation ee387a48-ad06-4d2b-992e-754e5b23edf2 · outbound
Optimizing AI-Assisted Code Generation Hugging face – the AI community building the future
Reference 19
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Unavailable: canonical work link unavailable.
Observation 96190226-31ee-4c62-ae3c-9dd7882d4b04 · outbound
Optimizing AI-Assisted Code Generation A c/c++ code vulnerability dataset with code changes and cve summaries, in: MSR ’20: Proceedings of the 17th International Conference on Mining Software Repositories, ACM
Reference 20
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Unavailable: canonical work link unavailable.
Observation cf0dafbc-6bc6-4331-8fcb-074b2fdeb0ae · outbound
Optimizing AI-Assisted Code Generation Towards ai assisted domain modeling, in: Reinhartz- Berger, I., Sadiq, S
Reference 21
Source-reported events for the cited work
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Observation 2dcdad71-0cb2-4f30-b63e-91846b5380fc · outbound
Optimizing AI-Assisted Code Generation CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 22
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Unavailable: canonical work link unavailable.
Observation abe9a831-3588-4afd-a726-bd9d575ae79d · outbound
Optimizing AI-Assisted Code Generation Unresolved cited work
Reference 23
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Unavailable: canonical work link unavailable.
Observation e9632e5f-91e1-4850-8c44-abd8ba6c0aaa · outbound
Optimizing AI-Assisted Code Generation InCoder: A Generative Model for Code Infilling and Synthesis
Reference 24
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Unavailable: canonical work link unavailable.
Observation 1a54d20c-571a-40a3-a27f-5be2dba0db71 · outbound
Optimizing AI-Assisted Code Generation Them4forecastingcompetition–apractitioner’sview
Reference 25
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Observation 2e3de262-5c02-40ec-875f-89907823276b · outbound
Optimizing AI-Assisted Code Generation Gemini - chat to supercharge your ideas
Reference 26
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Unavailable: canonical work link unavailable.
Observation fc17056d-eb07-458d-a179-ceddbc2132a6 · outbound
Optimizing AI-Assisted Code Generation Github - pycqa/bandit: Bandit is a tool designed to find common security issues in python code
Reference 27
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Unavailable: canonical work link unavailable.
Observation e9f1c4f2-8507-4e0f-8779-23935db1efe4 · outbound
Optimizing AI-Assisted Code Generation Github-python-security/pyt:Astaticanalysistoolfordetectingsecurityvulnerabilitiesinpython web applications
Reference 28
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Unavailable: canonical work link unavailable.
Observation 7c8a0cb9-4d45-4526-9c6a-cadfbfecb28d · outbound
Optimizing AI-Assisted Code Generation Github-semgrep/semgrep:Lightweightstaticanalysisformanylanguages.findbugvariantswith patterns that look like source code
Reference 29
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Unavailable: canonical work link unavailable.
Observation f5aed5e4-f773-4a80-bc93-93a3d53e479d · outbound
Optimizing AI-Assisted Code Generation Github copilot· your ai pair programmer
Reference 30
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Unavailable: canonical work link unavailable.
Observation 647c8d53-de60-4807-941f-441b8af413e8 · outbound
Optimizing AI-Assisted Code Generation Unresolved cited work
Reference 31
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Unavailable: canonical work link unavailable.
Observation 939c8657-f5f7-42d1-be1d-c0828314eb0d · outbound
Optimizing AI-Assisted Code Generation The Effects of AI Assisted Programming in Software Engineering
Reference 32
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Unavailable: canonical work link unavailable.
Observation d39342aa-ff2a-4d6c-827e-f3af4dd33428 · outbound
Optimizing AI-Assisted Code Generation BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain
Reference 33
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Unavailable: canonical work link unavailable.
Observation 13703f12-7f73-41ac-8618-e57cd69dd925 · outbound
Optimizing AI-Assisted Code Generation GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 34
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Unavailable: canonical work link unavailable.
Observation fbfda74b-f7b9-4be8-bb89-98930c865206 · outbound
Optimizing AI-Assisted Code Generation From chatgpt to threatgpt: Impact of generative ai in cybersecurity and privacy
Reference 35
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Unavailable: canonical work link unavailable.
Observation b132364d-a614-4898-8b81-81cfc3d2a52a · outbound
Optimizing AI-Assisted Code Generation Samsung bans chatgpt, google bard, other generative ai use by staff after leak
Reference 36
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Unavailable: canonical work link unavailable.
Observation 85265fcf-d88c-4e4a-b648-13cabad32bd1 · outbound
Optimizing AI-Assisted Code Generation How secure is ai-based coding?: A security analysis using stride and data flow diagrams, in: 2023 IEEE Virtual Conference on Communications (VCC), IEEE, Piscataway, New Jersey
Reference 38
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Observation bbd7a143-e289-42f6-a4e0-351b7a9674b4 · outbound
Optimizing AI-Assisted Code Generation Unresolved cited work
Reference 39
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Unavailable: canonical work link unavailable.
Observation 21e4b022-55a2-4625-9e6f-fa5d6b6f5ef2 · outbound
Optimizing AI-Assisted Code Generation Using AI Assistants in Software Development: A Qualitative Study on Security Practices and Concerns
Reference 40
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Observation ca009a1c-4c9c-4012-ab6e-0a89ee88512c · outbound
Optimizing AI-Assisted Code Generation Becoming good at ai for good, in: Fourcade, M
Reference 41
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Observation c6e813e1-11ec-483d-87ac-cc065b749c28 · outbound
Optimizing AI-Assisted Code Generation CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning
Reference 42
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Observation 200f7f8e-6572-4c48-a6b5-de0b41c9bde0 · outbound
Optimizing AI-Assisted Code Generation AlphaCode 2 technical report
Reference 43
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Observation 1f625f93-8f88-471a-a4ef-e73f86dc49ee · outbound
Optimizing AI-Assisted Code Generation Camel:Communicativeagentsfor"mind"exploration of large language model society
Reference 44
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Observation d02f4e0a-ee46-495d-aea8-393518c8ad44 · outbound
Optimizing AI-Assisted Code Generation StarCoder: may the source be with you!
Reference 45
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Observation de8085bd-14f1-40a3-b51b-e1efbe6e33dc · outbound
Optimizing AI-Assisted Code Generation Prefix-tuning: Optimizing continuous prompts for generation
Reference 46
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Observation 32059c57-9967-44a7-9aea-9d792bd7e818 · outbound
Optimizing AI-Assisted Code Generation Competition-level code generation with alphacode
Reference 47
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Observation dba0b3d9-3a67-4ecb-9989-9bdad7b9cb75 · outbound
Optimizing AI-Assisted Code Generation Can we generate shellcodes via natural language? an empirical study
Reference 48
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Unavailable: canonical work link unavailable.
Observation c32b749a-7bd9-4a10-88c2-9aa1159a8a8e · outbound
Optimizing AI-Assisted Code Generation (Ed.), 2021 IEEE 32nd International Symposium on Software Reliability Engineering, IEEE, Piscataway, NJ
Reference 49
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Unavailable: canonical work link unavailable.
Observation 6731561b-ecbe-4eca-a284-848268d0324a · outbound
Optimizing AI-Assisted Code Generation CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation
Reference 50
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Unavailable: canonical work link unavailable.
Observation 45c9ecb9-f2ca-469c-9636-88858ac81c57 · outbound
Optimizing AI-Assisted Code Generation On the robustness of code generation techniques: An empirical study on github copilot, in: IEEE/ACM 45th International Conference on Software Engineering (ICSE), IEEE
Reference 51
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Observation 1c7dfda7-30a1-4176-ae08-f6a4294c2956 · outbound
Optimizing AI-Assisted Code Generation Microsoft copilot: Ihr täglicher ki-begleiter
Reference 52
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Observation 207f68d8-08f6-44b4-a116-2898a4e57244 · outbound
Optimizing AI-Assisted Code Generation Microsoft codexglue
Reference 53
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Observation 4e4f0aec-c25c-4849-94c9-532796f48636 · outbound
Optimizing AI-Assisted Code Generation Ai-assisted knowledge assessment techniques for adaptive learning environments
Reference 54
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Observation 62ed92dd-3bec-487e-b418-c593fa14562f · outbound
Optimizing AI-Assisted Code Generation Githubcopilotaipair programmer:Assetorliability? JournalofSystemsandSoftware203,111734
Reference 55
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Observation dc5559f7-d30c-483d-9c25-8bef176bcc5f · outbound
Optimizing AI-Assisted Code Generation (Eds.), Proceedings of the CHI Conference on Human Factors in Computing Systems, Association for Computing Machinery, Erscheinungsort nicht ermittelbar
Reference 56
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Observation 6b44fde2-a015-4de6-ab0d-3df138467629 · outbound
Optimizing AI-Assisted Code Generation A systematic literature review on the impact of ai models on the security of code generation
Reference 57
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Observation 1a060a49-291f-461d-9f60-d72eff02e15d · outbound
Optimizing AI-Assisted Code Generation NeilAPerry/do-users-write-more-insecure-code-with-AI-assistants
Reference 58
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Observation b53b9415-667f-4c81-bb03-552565c91372 · outbound
Optimizing AI-Assisted Code Generation How to jailbreak chatgpt with these prompts
Reference 59
Source-reported events for the cited work
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Observation 13928a9e-305d-4828-a3c6-43ee9ea03771 · outbound
Optimizing AI-Assisted Code Generation Megavul: A c/c++ vulnerability dataset with comprehensive code representations, in: 2024 IEEE/ACM 21st International Conference on Mining Software Repositories (MSR), pp
Reference 60
Source-reported events for the cited work
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Observation c74d0b7c-3bc8-4418-96a7-300d4d328dc5 · outbound
Optimizing AI-Assisted Code Generation CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis
Reference 61
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Observation 26f273d3-cbd3-4449-80eb-11a445d55cc8 · outbound
Optimizing AI-Assisted Code Generation Crossvul: a cross-language vulnerability dataset with commit data, in: ESEC/FSE 2021, ACM
Reference 62
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Observation e4cbbb0e-c2e8-4fae-961f-ef6cd5878f13 · outbound
Optimizing AI-Assisted Code Generation CodexLeaks: Privacy leaks from code generation language models in GitHub copilot, in: Proceedings of the 32nd USENIX Security Symposium, USENIX Association, Berkeley, CA
Reference 63
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Observation 59dbaa2c-01cb-4ae4-9f86-f9935efb0787 · outbound
Optimizing AI-Assisted Code Generation Openai chatgpt
Reference 64
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Observation 088a1f84-66e9-479a-b4f2-a86599845d65 · outbound
Optimizing AI-Assisted Code Generation The convergence of ai/ml and devsecops: Revolutionizing software development
Reference 65
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Observation a0233563-8713-4f29-8e0c-f022e421699a · outbound
Optimizing AI-Assisted Code Generation The limitations of deep learning in adversarial settings, in: 2016 IEEE European Symposium on Security and Privacy (EuroS&P), pp
Reference 66
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Observation c5e28649-3853-492e-bb80-0bda318f09c3 · outbound
Optimizing AI-Assisted Code Generation Copilot CWE Scenarios Dataset
Reference 67
Source-reported events for the cited work
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Observation e506ba65-c189-4b73-828f-1aec47f9d895 · outbound
Optimizing AI-Assisted Code Generation Asleep at the keyboard? assessing the security of github copilot’s code contributions, in: 2022 IEEE Symposium on Security and Privacy (SP), IEEE
Reference 68
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Observation b48a616c-31ef-404c-8636-97c9a0056eef · outbound
Optimizing AI-Assisted Code Generation Examining zero-shot vulnerability repair with large language models, in: Zhao, Z
Reference 69
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Observation d0284220-504e-4bee-a003-e68426ebcd68 · outbound
Optimizing AI-Assisted Code Generation Douserswritemoreinsecurecodewithaiassistants?,in:Meng, W., Jensen, C.D., Cremers, C., Kirda, E
Reference 70
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Observation 9d49b0b6-cf6e-4622-8b2c-609b81d92a3f · outbound
Optimizing AI-Assisted Code Generation Machine Teaching by Domain Experts: Towards More Humane,Inclusive, and Intelligent Machine Learning Systems
Reference 71
Source-reported events for the cited work
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Observation 79e77a52-3551-48d4-b5b7-2ddce941b43a · outbound
Optimizing AI-Assisted Code Generation Ai assisted programming, in: Choppella, V
Reference 72
Source-reported events for the cited work
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Observation 9343494b-d21a-4529-9108-153faf92a23f · outbound
Optimizing AI-Assisted Code Generation Chatgpt: A comprehensive review on background, applications, key challenges, bias, ethics, limitations andfuturescope
Reference 73
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Observation 9c5e4894-9dc4-4273-aeed-7b8873f89677 · outbound
Optimizing AI-Assisted Code Generation Enhancing Security of AI-Based Code Synthesis with GitHub Copilot via Cheap and Efficient Prompt-Engineering
Reference 74
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Observation 77448783-2bf2-4e17-96ad-a96c86816f95 · outbound
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Reference 75
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Observation 439f88a9-117f-4405-aaba-16e9924ec138 · outbound
Optimizing AI-Assisted Code Generation What is it like to program with artificial intelligence? URL:https://www.ppig.org/papers/2022-ppig-33rd-sarkar/
Reference 76
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Observation 8d528b44-3a2d-40be-a67c-fee1978c79fb · outbound
Optimizing AI-Assisted Code Generation Integrating Structured and Unstructured Knowledge Sources for Domain-Specific Chat- bots
Reference 77
Source-reported events for the cited work
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Observation 8b1ffc48-690d-4009-bc18-0697ceb3ea52 · outbound
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Reference 78
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Observation 0a5fcdf9-3a13-436d-8b13-79917e80ab35 · outbound
Optimizing AI-Assisted Code Generation Adversarial attacks and defenses in large language models: Old and new threats, in: Proceedings on, PMLR
Reference 79
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Observation 065d10f7-10fc-4ea5-967e-63e471af45d6 · outbound
Optimizing AI-Assisted Code Generation Membership inference attacks against machine learning models, in: 2017IEEESymposiumonSecurityandPrivacy(SP),pp.3–18
Reference 80
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Observation 0e944a55-10e9-4887-9e04-bb23fd93a6bd · outbound
Optimizing AI-Assisted Code Generation Securityeval dataset: Mining vulnerability examples to evaluate machine learning- based code generation techniques
Reference 81
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Observation e6e793af-8168-49ca-8a09-b385ba137c71 · outbound
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Reference 82
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Observation 8909c619-6bd3-4f14-ae0f-d281632692da · outbound
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Reference 83
Source-reported events for the cited work
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Observation 25ba75ba-3a0c-45e1-a709-3a1c8968693c · outbound
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Reference 84
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Observation 8450a0aa-471d-434c-a78f-30c071798c89 · outbound
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Reference 85
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Observation ceb567a1-ad5f-4062-b069-35ce3970e573 · outbound
Optimizing AI-Assisted Code Generation Journal ofTheColloquiumforInformationSystemsSecurityEducation11,6
Reference 86
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Observation 0daefa13-28b6-496d-b696-8a0e9a7c6e67 · outbound
Optimizing AI-Assisted Code Generation Mitre att&ck®
Reference 87
Source-reported events for the cited work
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