Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T08:46:10.892060Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 89 inbound Pith citation observations for arXiv:2009.08366.
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 2026-05-15T08:46:10.892060Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:57:27.814238Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-11T00:37:42.231015Z
35 of 35 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation df1626aa-c6d4-4c2f-8b0d-e0adfd8b25c8 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow code2seq: Generating Sequences from Structured Representations of Code
Reference 1
Source-reported events for the cited work
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Observation e20dd05d-e2a7-4258-89d2-acdbe9fcdc45 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Structural language models of code
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8e971bf0-d3cc-409b-8b7e-52b17836858b · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Generative Code Modeling with Graphs
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8b5fd20e-0bf0-4d5d-b041-19e0ffd58ff5 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Exploring Software Naturalness through Neural Language Models
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b49d642-2e26-4269-b0f8-c73695ab149d · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 5
Source-reported events for the cited work
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Observation b25086a6-2320-4a2d-802c-b8230e741b1b · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 6
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Observation e9087a76-0d5a-4d34-a217-012b9327e163 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Coupling Retrieval and Meta-Learning for Context-Dependent Semantic Parsing
Reference 7
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Observation 2c362401-3a3c-4d41-89fd-2005c6f64c85 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow CodeSearchNet Challenge: Evaluating the State of Semantic Code Search
Reference 8
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Observation d1a25560-9ae4-451b-aedd-a2ccb492c1a5 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Learning and Evaluating Contextual Embedding of Source Code
Reference 9
Source-reported events for the cited work
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Observation e7dd08bd-ec03-47e4-bc72-429e8e762b20 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Phrase-based statistical translation of programming languages
Reference 10
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Observation bc309abf-a643-4e0b-8314-923642717e70 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow SCELMo: Source Code Embeddings from Language Models
Reference 11
Source-reported events for the cited work
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Observation 545ac8e9-fc88-4cf1-b2ab-5b362363e19d · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Code Prediction by Feeding Trees to Transformers
Reference 12
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Observation ecf557d0-f8d9-4833-99c4-af2397f12606 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Cross-lingual Language Model Pretraining
Reference 13
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Observation 2ebdc476-8806-4a9d-8288-320fd38b23e5 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Code Completion with Neural Attention and Pointer Networks
Reference 14
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Observation 97aec4ec-d04b-4848-8324-a1ea857a1996 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 15
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Observation 037c45d3-660c-4cc4-8374-9f6f28f920af · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Graph-based statistical language model for code
Reference 16
Source-reported events for the cited work
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Observation 2ee31bf3-1ebc-443e-81ec-ccff70a62d7b · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Lexical statistical machine translation for language migration
Reference 17
Source-reported events for the cited work
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Observation 38193445-1f28-46e9-940d-d14db44924b6 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Divide-and-conquer approach for multi-phase statistical migration for source code (t)
Reference 18
Source-reported events for the cited work
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Observation bf6b255b-6f06-4644-99f8-b0a4a2ce703b · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Deep contextualized word representations
Reference 19
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Observation b2450c44-d417-4794-9791-efc70403a623 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Abstract Syntax Networks for Code Generation and Semantic Parsing
Reference 20
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Observation 2cd9b53c-f5bb-4a23-ae44-68a6086d2ee3 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Reference 21
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Observation b300410c-8951-410b-b57b-b3e3cb186e48 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Towards a big data curated benchmark of inter-project code clones
Reference 22
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Observation 40e4eb8a-1ff5-4874-8650-a2046fd686c5 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow IntelliCode Compose: Code Generation Using Transformer
Reference 23
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Observation 139db131-b1f4-48b1-b4c6-14670e8ed3f6 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Detecting Code Clones with Graph Neural Networkand Flow-Augmented Abstract Syntax Tree
Reference 24
Source-reported events for the cited work
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Observation 9f8c5fd6-fcf0-4e45-ad1e-a2ae49c9ae78 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Deep learning code fragments for code clone detection
Reference 25
Source-reported events for the cited work
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Observation 98872b08-7138-4b25-a51b-78c352750e30 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow XLNet: Generalized Autoregressive Pretraining for Language Understanding
Reference 26
Source-reported events for the cited work
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Observation e755919f-8ad1-441c-be6d-3f09049962c2 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow A Syntactic Neural Model for General-Purpose Code Generation
Reference 27
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Observation 7fd43237-b045-45c0-8073-2fd0de7bcd6c · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow The dataset is the CodeSearchNet dataset 3 (Husain et al., 2019), which includes 2.3M functions with document pairs for six programming languages
Reference 28
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Observation 94ef3e72-7f23-4191-96c1-bd5762f06ea1 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow http://
Reference 29
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Observation faaa1f60-357c-486f-9125-00c14372daad · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow (4) Examples whose query is empty or not written in English
Reference 30
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Observation 827a4bbb-7822-4d2f-89a2-d2279dd7c0c7 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow We also report the results using the same setting of Husain et al
Reference 31
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Observation 51174002-1603-47ec-98d0-b7e5098c7b01 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow The results show that GraphCodeBERT also achieves the state-of-the-art performance
Reference 32
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Observation f81f3c67-9e13-4333-b8e3-9a104fdb36fd · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow Therefore, two codes are semantically similar since they output similar results when given the same input
Reference 33
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Observation 531c559d-68a5-4ce9-ac16-981a94cf7817 · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow boolean” to “bool
Reference 34
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Observation ca793ab8-d9ad-474f-b08f-36ea00f8290b · outbound
GraphCodeBERT: Pre-training Code Representations with Data Flow http://kmttg.googlecode.com/svn/trunk/version
Reference 35
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Observation b9c2bc86-c7c5-43a1-a8a0-47fd606516bd · inbound
CodeBLEU: a Method for Automatic Evaluation of Code Synthesis GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 83
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Observation ec23a89c-484a-43d2-b81b-b174330f317f · inbound
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 25
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Observation e358898d-bef6-4731-bacc-578bb8b08348 · inbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 35
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Observation ab52ead3-7858-45c7-be35-c87dc53c657e · inbound
AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 15
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Observation bfc9858b-6d95-4a37-abc7-97e5fe45bd78 · inbound
DeepFWI: Identifying Bug-Sensitive Warnings with Multi-Modal Code-Warning Semantics GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 17
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Observation d5400df2-94f4-4e61-a83e-7283ec94b5fd · inbound
A Survey on Large Language Models for Code Generation GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 86
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Observation 57ed8913-bc05-49a2-ae2e-aa5c0c6a1762 · inbound
Are Decoder-Only Large Language Models the Silver Bullet for Code Search? GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 8
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Observation 283bf126-f9c7-4a71-8526-b48c4c5b272d · inbound
XOXO: Stealthy Cross-Origin Context Poisoning Attacks against AI Coding Assistants GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 28
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Observation 47523e1f-85ea-43da-84eb-bd2b0397c942 · inbound
UntrustVul: An Automated Approach for Identifying Untrustworthy Alerts in Vulnerability Detection Models GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 19
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Observation 1be64b1f-8377-4f26-8de8-51b4622f8d77 · inbound
Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Tasks GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 64310e99-88aa-490d-a8bf-b811f66323cb · inbound
Adversarial Attack Classification and Robustness Testing for Large Language Models for Code GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc718b2a-1192-4bc1-8ce1-4f5dfc763c9f · inbound
Retrieval-Augmented Code Review Comment Generation GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 49
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Unavailable: canonical work link unavailable.
Observation 12876272-98d5-440d-89da-d00ab9ea7cef · inbound
I Know Which LLM Wrote Your Code Last Summer: LLM generated Code Stylometry for Authorship Attribution GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d1fcfc3-155e-4a13-9242-e2f366b46ead · inbound
FuncVul: An Effective Function Level Vulnerability Detection Model using LLM and Code Chunk GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd2d27a0-9dc0-4b72-82f9-7ee7c9936ab6 · inbound
Towards Generalized and Stealthy Watermarking for Generative Code Models GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 20
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Observation 0c03aeff-35ad-4df6-8781-cef50c13757f · inbound
Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de7cba3b-e59b-42fe-b552-9f9c8d951b86 · inbound
Enhancing RLHF with Human Gaze Modeling GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6eee8e1-31b2-493a-b5da-b41f022a4734 · inbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bacef916-8ff8-4e01-95d2-ff7010fa51bb · inbound
Modeling Code: Is Text All You Need? GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 9
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Unavailable: canonical work link unavailable.
Observation 3eec540b-9549-4df6-884a-8256d6e06fcf · inbound
When Retriever Meets Generator: A Joint Model for Code Comment Generation GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac541f8d-5b9e-46aa-9b8f-6828f8122644 · inbound
ROSE: Transformer-Based Refactoring Recommendation for Architectural Smells GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d56d1b4-bdcc-466c-a46b-47c1fdb68f4c · inbound
AlgoSimBench: Identifying Algorithmically Similar Problems for Competitive Programming GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 196326bd-4b31-47ce-8a41-15127b23130f · inbound
VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d8f9685-eee9-4ca1-953a-a74a936f626a · inbound
CASPER: Contrastive Approach for Smart Ponzi Scheme Detecter with More Negative Samples GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adf65e04-e253-4d68-a481-7bb08118c4f3 · inbound
Fine-Tuning Code Language Models to Detect Cross-Language Bugs GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 22
Source-reported events for the cited work
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Observation f472c5e7-7028-44b9-be0a-1788f1f12c33 · inbound
Model Compression vs. Adversarial Robustness: An Empirical Study on Language Models for Code GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 4
Source-reported events for the cited work
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Observation 855bd235-4f31-4394-a88d-358dc4283a29 · inbound
FALCON: Transforming Cyber Threat Intelligence into Deployable IDS Rules with Self-Reflection GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 23
Source-reported events for the cited work
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Observation a731d825-6739-443a-9774-231c1f4d7a60 · inbound
VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 16
Source-reported events for the cited work
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Observation 5ac8c82f-583b-4883-ad4e-a262c37d6325 · inbound
Automated Repair of C Programs Using Large Language Models GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 702db533-1ec7-41f6-9598-2d482d3141ae · inbound
How Small Transformation Expose the Weakness of Semantic Similarity Measures GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aadb0be-3c6b-4259-8275-994005e0ebba · inbound
PseudoBridge: Pseudo Code as the Bridge for Better Semantic and Logic Alignment in Code Retrieval GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7cb85c9e-355a-46db-a6c9-6edaa76b1a8b · inbound
Multi Language Models for On-the-Fly Syntax Highlighting GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 13
Source-reported events for the cited work
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Observation dc31ba3c-7ff8-47ea-bfd5-f1c6f5dd1ca1 · inbound
Context-Guided Decompilation: A Step Towards Re-executability GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 24
Source-reported events for the cited work
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Observation b1c04354-8204-4b57-9ba7-448f9096d410 · inbound
A Metamorphic Testing Perspective on Knowledge Distillation for Language Models of Code: Does the Student Deeply Mimic the Teacher? GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation de2151cd-be48-41d9-a0f4-8cb5212fb215 · inbound
HYDRA: A Hybrid Heuristic-Guided Deep Representation Architecture for Predicting Latent Zero-Day Vulnerabilities in Patched Functions GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2bb98857-6c98-4425-9386-6da78e0c9d3d · inbound
From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3f33aa7-fb6e-4840-9b7d-d050dcd36cf0 · inbound
Focus on What Matters: Fisher-Guided Adaptive Multimodal Fusion for Vulnerability Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2973ea67-ce0d-4700-b8fc-0f731da803b7 · inbound
SEER: Spectral Entropy Encoding of Roles for Context-Aware Attention-Based Design Pattern Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b4e96bad-61cb-4c9e-852c-a404c0ab99b4 · inbound
How AI Coding Agents Modify Code: A Large-Scale Study of GitHub Pull Requests GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 932ff3a1-d755-4d24-984f-3dca91625bab · inbound
Better Call Grep: Evaluating and Improving Grep-Like Lexical Retrieval for Repository-Level Code Completion GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 9
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Unavailable: canonical work link unavailable.
Observation 5590bdfd-c051-4103-a69c-320a885fa131 · inbound
Social Life of Code: Modeling Evolution through Code Embedding and Opinion Dynamics GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation c7d2cafe-5246-42f0-b12a-68b4126502fa · inbound
LoRA-MME: Multi-Model Ensemble of LoRA-Tuned Encoders for Code Comment Classification GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation c0542c0b-7785-46b9-8d7d-39352e8694eb · inbound
Can You Trust the Vectors in Your Vector Database? Black-Hole Attack from Embedding Space Defects GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation ec8c5df9-3f25-4a5b-b27b-3f1bc8506282 · inbound
On the Role of Fault Localization Context for LLM-Based Program Repair GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 11
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Observation 81b80853-00a2-4466-8604-2562e11c8645 · inbound
AFGNN: API Misuse Detection using Graph Neural Networks and Clustering GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 71de69dc-6b29-4328-bb08-0440390fefde · inbound
DiffHLS: Differential Learning for High-Level Synthesis QoR Prediction with GNNs and LLM Code Embeddings GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 23
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Observation 411debfc-1f94-4608-aadf-5216a1e526aa · inbound
Verify Before You Fix: Agentic Execution Grounding for Trustworthy Cross-Language Code Analysis GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 22
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Observation 98e5df9d-455d-46fc-be2a-43bda9c92783 · inbound
Structural Anchors and Reasoning Fragility:Understanding CoT Robustness in LLM4Code GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 328d6338-4164-4bc0-ba44-ff35af6fb675 · inbound
On the Effectiveness of Context Compression for Repository-Level Tasks: An Empirical Investigation GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation fc3a6586-288d-4e7b-af88-668111a17d11 · inbound
Prompt-Driven Code Summarization: A Systematic Literature Review GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 76ebebcf-d811-418d-8687-1ed238bdcf05 · inbound
Residual Risk Analysis in Benign Code: How Far Are We? A Multi-Model Semantic and Structural Similarity Approach GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 956060c1-c77c-4386-8bf0-833d216fab3c · inbound
PLMGH: What Matters in PLM-GNN Hybrids for Code Classification and Vulnerability Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 7559ac05-a107-495d-880a-fd758b674276 · inbound
Learning Generalizable Multimodal Representations for Software Vulnerability Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation ab93e232-3475-4255-92ef-3481141a0764 · inbound
VulStyle: A Multi-Modal Pre-Training for Code Stylometry-Augmented Vulnerability Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation d0bcce19-92c8-4260-bd7e-a5cbed305ab2 · inbound
RepoDoc: A Knowledge Graph-Based Framework to Automatic Documentation Generation and Incremental Updates GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 5b5eb93b-b764-433d-8a4f-cc38b153972d · inbound
Static Program Slicing Using Language Models With Dataflow-Aware Pretraining and Constrained Decoding GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 5eb03ac0-6fa2-4774-b7a7-be5010dd356b · inbound
Static Program Slicing Using Language Models With Dataflow-Aware Pretraining and Constrained Decoding GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation e47e929d-8981-498f-a5ca-d71517ce763e · inbound
Evaluating Tool Cloning in Agentic-AI Ecosystems GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation d777bd92-0190-456b-a945-8cbe3c95797d · inbound
Evaluating Tool Cloning in Agentic-AI Ecosystems GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 717e27b6-3d1e-4151-b690-54277ddad63d · inbound
DCVD: Dual-Channel Cross-Modal Fusion for Joint Vulnerability Detection and Localization GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation dae75978-88df-42f8-b2cc-ddef19e31b50 · inbound
NeuroFlake: A Neuro-Symbolic LLM Framework for Flaky Test Classification GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 801bbb89-7561-46c5-9015-d67b1fb9ecee · inbound
XSearch: Explainable Code Search via Concept-to-Code Alignment GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 23
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Observation 47b82ca6-ebde-4b0c-96a1-85d6f6b9423f · inbound
XSearch: Explainable Code Search via Concept-to-Code Alignment GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 23
Source-reported events for the cited work
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Observation 023a8103-e4b0-4293-877d-0bddb465366e · inbound
FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 17
Source-reported events for the cited work
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Observation 88a7bdd5-7f73-4197-a4b6-132806cd221a · inbound
FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 17
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Observation 3580ca0b-d753-4943-960b-d22dd01aabfc · inbound
Prompt Optimization for LLM Code Generation via Reinforcement Learning GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 14
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Observation 8712ec70-e9ec-4538-8843-1b4aa3d120ae · inbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 38
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Observation 0f3a2f0e-793b-4f07-ac73-fc2037efe39f · inbound
PromptAudit: Auditing Prompt Sensitivity in LLM-Based Vulnerability Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 18
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Observation 6e2dda2e-f91b-47a1-9b65-01eb3a58b4df · inbound
FusionVul: A Multimodal Feature Fusion Framework for Source Code Vulnerability Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 19
Source-reported events for the cited work
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Observation 8cf11ebb-e779-452b-b372-82798c12d034 · inbound
Beyond Pass Rate: A Multilingual, Execution-Grounded Evaluation of Open Code LLMs GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 26
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Observation 128860df-ae9d-44d1-a841-d796493d0622 · inbound
CODEBLOCK: Learning to Supervise Code at the Right Granularity GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation e880d426-5cb2-40e5-a569-085047cc78aa · inbound
Calibration Without Comprehension: Diagnosing the Limits of Fine-Tuning LLMs for Vulnerability Detection in Systems Software GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 39
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Observation 031bae81-ed78-4cb6-b952-403f00432e35 · inbound
ConcernBERT: Learning Responsibilities Using Class Membership GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 46
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Observation 0903ad7e-bd94-4eb9-b5ae-3a34957f2db1 · inbound
SemChunk-C: Semantic Segmentation for C Code GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 8
Source-reported events for the cited work
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Observation b3cfc9ad-2747-4559-bd85-e15d18a4c150 · inbound
JupOtter: Cell-Level Bug Detection in Jupyter Notebooks GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 12
Source-reported events for the cited work
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Observation 7c9650dd-3d6a-496c-a382-e8dd3020fcea · inbound
Semantic Code Clone Detection: Are We There Yet? GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 15
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Observation e8600980-27da-484d-a5a6-5574eba1dfb3 · inbound
Test Case Selection for Deep Neural Networks: A Replication Study on LLMs for Code GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 27
Source-reported events for the cited work
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Observation 5dffc899-4a45-458a-97b8-57a69681082c · inbound
UNICS: Multilingual Code Search via Unified Pseudocode and Contrastive Transfer Learning GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 21
Source-reported events for the cited work
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Observation b25d3c1a-eafd-4b8d-8f80-46f39e19e85c · inbound
Humanizing Automatically Generated Unit Test Suites with LLM-Based Refactoring GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 25
Source-reported events for the cited work
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Observation e1bf0e79-ac8d-49dd-a9f0-99bf3177f49f · inbound
Humanizing Automatically Generated Unit Test Suites with LLM-Based Refactoring GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 25
Source-reported events for the cited work
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Observation a0bc453a-7cc6-45c3-8c85-0d8056b7088c · inbound
The Decomposition Is the Fingerprint: Per-Component Identity for Agent Skills GraphCodeBERT: Pre-training Code Representations with Data Flow
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Observation 245f10b8-17f8-4c0f-8bf7-8391ead4da74 · inbound
Large Language Models for Multi-Lingual Equivalent Mutant Detection: An Extended Empirical Study GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 31
Source-reported events for the cited work
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Observation bef6a46c-2bc6-4f01-9cb7-6a70921b913c · inbound
LLM-Enhanced Hierarchical Heterogeneous Graph Representation Learning for Malicious Python Package Detection GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 26
Source-reported events for the cited work
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Observation 05c4d2ac-f3ba-4345-acd2-8d3c1fb0e657 · inbound
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Reference 13
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Unavailable: canonical work link unavailable.
Observation be2c5ab1-f841-4543-b8a6-da5ceef5eb27 · inbound
Beyond Refusal: A Same-Lineage Study of Aligned and Abliterated LLMs for Vulnerability Analysis GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 23
Source-reported events for the cited work
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Observation eff2e768-16ae-46ad-b2c8-c08924f92bf3 · inbound
XRFormer: Multiscale Tokenization for XRF Representation Learning GraphCodeBERT: Pre-training Code Representations with Data Flow
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Source-reported events for the cited work
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Observation 6eb87d00-a927-494b-9ef1-639eb546020e · inbound
SynH-Rank: Quality-Aware Code Search via Diverse Data Synthesis and Hierarchical Ranking Training GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 12
Source-reported events for the cited work
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Observation 1e3ef9f9-850a-4100-9cd9-0832af33d44c · inbound
Enhancing Code Understanding for Impact Analysis by Combining Transformers and Program Dependence Graphs GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d831f2d4-752d-41d0-b9e8-3a5a01efe27b · inbound
SCOPE: Synthetic Conditional Objectives for Policy Evolution in Black-Box Combinatorial Optimization GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.