Paper Citation Record · LEDGER

Towards Generalized and Stealthy Watermarking for Generative Code Models

As of 8 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2506.20926.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.20926 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:45:39.717771Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T16:44:20.076739Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T04:49:35.431141Z

Reference resolution

39 of 39 outbound references displayed

verified exact0
verified fuzzy25
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1f8c7300-4fa7-48cd-b0fe-fd9391f9429a · outbound

This paper cites Esale: Enhancing code-summary alignment learning for source code summarization,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Esale: Enhancing code-summary alignment learning for source code summarization,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:42.609656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6929d4f3-dd24-4401-8eb4-c2df4572e5df · outbound

This paper cites An extractive-and-abstractive framework for source code summarization,.

Towards Generalized and Stealthy Watermarking for Generative Code Models An extractive-and-abstractive framework for source code summarization,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:42.482007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 56403d34-2989-4be9-869d-92a03eb1ef49 · outbound

This paper cites On the evaluation of neural code summarization,.

Towards Generalized and Stealthy Watermarking for Generative Code Models On the evaluation of neural code summarization,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:42.377769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ce73fa64-1e4a-4d06-b795-11bf3f56e1e9 · outbound

This paper cites Self-collaboration code generation via chatgpt,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Self-collaboration code generation via chatgpt,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:35.393371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bdf6088-1d4b-4bb4-93de-76a20f4cf48f · outbound

This paper cites In-ide code generation from natural language: Promise and challenges,.

Towards Generalized and Stealthy Watermarking for Generative Code Models In-ide code generation from natural language: Promise and challenges,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:42.294598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2ccf1701-d119-4e6a-ba4f-24cbea17f151 · outbound

This paper cites Practical black-box attacks against machine learning,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Practical black-box attacks against machine learning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:42.210598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a308efc0-05d0-4695-9d9d-3a01e394527c · outbound

This paper cites Data-free model extraction,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Data-free model extraction,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:42.109470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 26b72045-06ea-4ff4-ba3f-e77073faae26 · outbound

This paper cites Codemark: Imperceptible wa- termarking for code datasets against neural code completion models,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Codemark: Imperceptible wa- termarking for code datasets against neural code completion models,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:42.006491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 45ffa894-ddc4-411b-8fa3-2755537e9baf · outbound

This paper cites Coprotector: Protect open- source code against unauthorized training usage with data poisoning,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Coprotector: Protect open- source code against unauthorized training usage with data poisoning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:41.888712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e61688b3-125c-4862-80db-065438ca790e · outbound

This paper cites Beyond dataset watermarking: Model-level copyright protection for code summarization models,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Beyond dataset watermarking: Model-level copyright protection for code summarization models,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:41.752761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa6140d2-40a0-4d56-8d62-912e8b48fcf2 · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

Towards Generalized and Stealthy Watermarking for Generative Code Models CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:36.181770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f457cfb-9ce4-45f5-b128-69bc3fbc4f5f · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

Towards Generalized and Stealthy Watermarking for Generative Code Models CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:36.292211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae8fac7-7fb3-48a2-9bb5-915ffac47f6c · outbound

This paper cites Competition- level code generation with alphacode,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Competition- level code generation with alphacode,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:36.408806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2972a0e-b50c-4fbf-afb7-3c24b554a77c · outbound

This paper cites Expectation vs. experi- ence: Evaluating the usability of code generation tools powered by large language models,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Expectation vs. experi- ence: Evaluating the usability of code generation tools powered by large language models,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:36.559458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1813ba4-e246-4c44-8baf-a69c04728cd1 · outbound

This paper cites A transformer- based approach for source code summarization,.

Towards Generalized and Stealthy Watermarking for Generative Code Models A transformer- based approach for source code summarization,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:41.652614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ddf12b5-d443-43f5-889e-ecf9319a657f · outbound

This paper cites On the effectiveness of large language models in statement-level code summarization,.

Towards Generalized and Stealthy Watermarking for Generative Code Models On the effectiveness of large language models in statement-level code summarization,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:41.552331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 61060620-cdfe-4626-acce-3b8ad6ae689a · outbound

This paper cites Deep code comment generation with hybrid lexical and syntactical information,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Deep code comment generation with hybrid lexical and syntactical information,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:36.915727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2e1f1ae-cf25-4921-a3a9-2348c127d7da · outbound

This paper cites Code to comment “translation.

Towards Generalized and Stealthy Watermarking for Generative Code Models Code to comment “translation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:41.413475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2e9e8773-7aa2-4fa4-a69e-53f71fb37451 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Towards Generalized and Stealthy Watermarking for Generative Code Models CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:37.172154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd2d27a0-9dc0-4b72-82f9-7ee7c9936ab6 · outbound

This paper cites GraphCodeBERT: Pre-training Code Representations with Data Flow.

Towards Generalized and Stealthy Watermarking for Generative Code Models GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:37.277893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 692cb672-daf1-4c58-a50a-891ee29d7274 · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

Towards Generalized and Stealthy Watermarking for Generative Code Models CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:37.435530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c254f15-bf1a-4699-a0fb-0e1168033d9e · outbound

This paper cites Big code != big vocabulary: Open-vocabulary models for source code,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Big code != big vocabulary: Open-vocabulary models for source code,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:41.347520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9a19e913-4f23-4435-995d-b3b3fb139122 · outbound

This paper cites Untargeted backdoor watermark: Towards harmless and stealthy dataset copy- right protection,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Untargeted backdoor watermark: Towards harmless and stealthy dataset copy- right protection,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:41.233789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 365ed968-ba35-4fb3-9c02-7b721e6869e9 · outbound

This paper cites Black- box dataset ownership verification via backdoor watermarking,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Black- box dataset ownership verification via backdoor watermarking,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:41.105762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c6ffe9a3-19ee-4e05-8119-7d56dd8ca2c7 · outbound

This paper cites Unambiguous and high-fidelity backdoor watermarking for deep neural networks,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Unambiguous and high-fidelity backdoor watermarking for deep neural networks,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:40.964058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation edf54663-ea1f-4455-b05f-a1ebdd782625 · outbound

This paper cites Neural network laundering: Removing black-box backdoor watermarks from deep neural networks,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Neural network laundering: Removing black-box backdoor watermarks from deep neural networks,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:40.842298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 82beb93f-da18-4c92-88a5-a40126107343 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Bleu: a method for automatic evaluation of machine translation,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:38.263146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b2175ab-a425-405c-b3a2-7f75fdae1037 · outbound

This paper cites Squad: 100,000+ questions for machine comprehension of text,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Squad: 100,000+ questions for machine comprehension of text,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:40.691291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 10fa4d6f-59d5-4564-ba92-61505e61e7bf · outbound

This paper cites Codegeex: A pre-trained model for code generation with multilingual benchmarking on humaneval-x,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Codegeex: A pre-trained model for code generation with multilingual benchmarking on humaneval-x,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:38.512153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e163aa7-6086-4c11-8984-e6b69b069773 · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

Towards Generalized and Stealthy Watermarking for Generative Code Models CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:38.655544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 512c0835-367e-4324-a4e7-800cffd8ab0b · outbound

This paper cites Stealthy backdoor attack for code models,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Stealthy backdoor attack for code models,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:38.800407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8ab4955-210c-4098-b9db-7e143c0e146c · outbound

This paper cites Onion: A simple and effective defense against textual backdoor attacks,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Onion: A simple and effective defense against textual backdoor attacks,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:40.585029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9a242bf1-bf0b-49c4-9917-de57757c7136 · outbound

This paper cites Spectral signatures in backdoor attacks,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Spectral signatures in backdoor attacks,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T22:45:39.078573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3903475e-f948-47bb-8d2e-10d985125c79 · outbound

This paper cites Bppattack: Stealthy and efficient tro- jan attacks against deep neural networks via image quantization and contrastive adversarial learning,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Bppattack: Stealthy and efficient tro- jan attacks against deep neural networks via image quantization and contrastive adversarial learning,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:40.413064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b4b0b5bc-9079-45c8-bb19-2c978d248a99 · outbound

This paper cites Invisible backdoor attack with sample-specific triggers,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Invisible backdoor attack with sample-specific triggers,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:40.311434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9a740cc2-7894-4817-85a5-c079089b2096 · outbound

This paper cites Advdoor: adversarial backdoor attack of deep learning system,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Advdoor: adversarial backdoor attack of deep learning system,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:40.174598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 13d5c3b1-6a9b-4750-b302-7282bd9970f9 · outbound

This paper cites Blind backdoors in deep learning models,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Blind backdoors in deep learning models,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:40.089002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8e135aa9-5592-469a-8199-eec2f32098f3 · outbound

This paper cites You autocom- plete me: Poisoning vulnerabilities in neural code completion,.

Towards Generalized and Stealthy Watermarking for Generative Code Models You autocom- plete me: Poisoning vulnerabilities in neural code completion,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:39.983536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c109bbd6-b1a6-492e-a75d-d45beec280c8 · outbound

This paper cites Backdoors in neural models of source code,.

Towards Generalized and Stealthy Watermarking for Generative Code Models Backdoors in neural models of source code,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:45:39.891149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 9058afb4-2b94-4494-b8a8-bf218cae2385 · inbound

PromptMark: A Prompt-Guided Iterative-Feedback Framework for Source Code Watermarking cites this paper.

PromptMark: A Prompt-Guided Iterative-Feedback Framework for Source Code Watermarking Towards Generalized and Stealthy Watermarking for Generative Code Models

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-07-04T04:49:35.433123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.