Paper Citation Record · LEDGER

Functional and Secure Code Generation with Task Vectors

As of 4 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2607.07881.

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

pith.paper-citation-record.v1
2607.07881 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-10T16:07:02.286274Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

verified exact10
verified fuzzy19
unresolved0
parse uncertain0
malformed identifier2
metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52c95587-8931-43e0-8c51-75fd6994725c · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Functional and Secure Code Generation with Task Vectors Evaluating Large Language Models Trained on Code

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-10T16:07:20.288867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f1654725-d041-41f9-a9f6-6c690c1846fe · outbound

This paper cites Yuntong Zhang, Haifeng Ruan, Zhiyu Fan, and Abhik Roychoudhury.

Functional and Secure Code Generation with Task Vectors Yuntong Zhang, Haifeng Ruan, Zhiyu Fan, and Abhik Roychoudhury

Reference 2

Resolution: metadata mismatch; doi, observed 2026-07-10T16:07:20.213456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation cdec0f7b-8ce1-482d-900b-dd0ea794f741 · outbound

This paper cites Asleep at the keyboard? Assessing the security of github copilot’s code contributions.Commun.

Functional and Secure Code Generation with Task Vectors Asleep at the keyboard? Assessing the security of github copilot’s code contributions.Commun

Reference 3

Resolution: verified exact; doi, observed 2026-07-10T16:07:20.203146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5ec2668d-3fde-46ba-bee5-f4371638be29 · outbound

This paper cites Recovering Fingerprints from In-Display Fingerprint Sensors via Electromagnetic Side Channel.

Functional and Secure Code Generation with Task Vectors Recovering Fingerprints from In-Display Fingerprint Sensors via Electromagnetic Side Channel

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-10T16:07:20.207903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c7f9895e-140e-4548-90ef-06adb9913330 · outbound

This paper cites Lost at c: a user study on the security implications of large language model code assistants,.

Functional and Secure Code Generation with Task Vectors Lost at c: a user study on the security implications of large language model code assistants,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.448617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 958050f2-d406-4f5a-9576-37e616da130b · outbound

This paper cites LLMParser: An Exploratory Study on Using Large Language Models for Log Parsing.

Functional and Secure Code Generation with Task Vectors LLMParser: An Exploratory Study on Using Large Language Models for Log Parsing

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-07-10T16:07:20.180173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f68c5c1d-835c-4f6c-9d91-52e5d88d4ad1 · outbound

This paper cites Large language models for code: Security hardening and adversarial testing,.

Functional and Secure Code Generation with Task Vectors Large language models for code: Security hardening and adversarial testing,

Reference 7

Resolution: malformed identifier; doi_truncated, observed 2026-07-10T16:07:20.186270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 067c7671-ee3a-43ad-aa4e-b5e1d36c8d49 · outbound

This paper cites Instruction tuning for secure code generation,.

Functional and Secure Code Generation with Task Vectors Instruction tuning for secure code generation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.443581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6ab712bc-aa52-4997-99a7-c4e4cd458c58 · outbound

This paper cites DeepGuard: Secure code generation via multi-layer semantic aggregation,.

Functional and Secure Code Generation with Task Vectors DeepGuard: Secure code generation via multi-layer semantic aggregation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.458611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d35ae18b-5e78-4e42-951b-cf11a5538635 · outbound

This paper cites Steer your model: Secure code generation with contrastive decoding,.

Functional and Secure Code Generation with Task Vectors Steer your model: Secure code generation with contrastive decoding,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.456532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5227da1d-019f-49fc-a957-19615b7003a3 · outbound

This paper cites 2025.IRFuzzer: Specialized Fuzzing for LLVM Backend Code Generation.

Functional and Secure Code Generation with Task Vectors 2025.IRFuzzer: Specialized Fuzzing for LLVM Backend Code Generation

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-07-10T16:07:20.217773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 161c27f3-45f0-4ccb-8904-1cfb09adfcdb · outbound

This paper cites A systematic literature review on automated software vulnerability detection using machine learning,.

Functional and Secure Code Generation with Task Vectors A systematic literature review on automated software vulnerability detection using machine learning,

Reference 12

Resolution: verified exact; doi, observed 2026-07-10T16:07:20.199448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 77ef06ad-9955-428b-af9e-99b15d9e5d07 · outbound

This paper cites VulRepair: A T5-based automated software vulnerability repair.

Functional and Secure Code Generation with Task Vectors VulRepair: A T5-based automated software vulnerability repair

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-10T16:07:20.203433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 8fc11d8a-87d6-45dc-a498-f8ab0404aa70 · outbound

This paper cites SeCuRepair: Semantics-aligned, curriculum-driven, and reasoning- enhanced vulnerability repair framework,.

Functional and Secure Code Generation with Task Vectors SeCuRepair: Semantics-aligned, curriculum-driven, and reasoning- enhanced vulnerability repair framework,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.471868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5ec733bd-80de-49c8-bd77-ac433edf65fc · outbound

This paper cites Examining zero-shot vulnerability repair with large language models,.

Functional and Secure Code Generation with Task Vectors Examining zero-shot vulnerability repair with large language models,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.469484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 65a0fa08-26bb-4ac9-ba0d-be8777ced2ef · outbound

This paper cites Cosec: On-the-fly security hardening of code llms via supervised co-decoding,.

Functional and Secure Code Generation with Task Vectors Cosec: On-the-fly security hardening of code llms via supervised co-decoding,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.469378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7fde1706-8263-4f24-a1f5-8964b4f6b3d7 · outbound

This paper cites 1428–1439.

Functional and Secure Code Generation with Task Vectors 1428–1439

Reference 17

Resolution: malformed identifier; doi_truncated, observed 2026-07-10T16:07:20.189255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation e32b7e34-49e1-482d-878a-de35a4cfe1a2 · outbound

This paper cites Constrained Decoding for Secure Code Generation.

Functional and Secure Code Generation with Task Vectors Constrained Decoding for Secure Code Generation

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T16:07:20.278571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1b0fc981-3ec2-440b-aec0-4a000f132603 · outbound

This paper cites AI Alignment: A Contemporary Survey.ACM Comput.

Functional and Secure Code Generation with Task Vectors AI Alignment: A Contemporary Survey.ACM Comput

Reference 19

Resolution: verified exact; doi, observed 2026-07-10T16:07:20.210681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 8db0b1af-036c-468f-ae2b-08e61c7892a7 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model,.

Functional and Secure Code Generation with Task Vectors Direct preference optimization: Your language model is secretly a reward model,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.436513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 9d33ef3f-aa11-4bf7-a849-523d48bd03ff · outbound

This paper cites Training language models to follow instructions with human feedback,.

Functional and Secure Code Generation with Task Vectors Training language models to follow instructions with human feedback,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.454156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b08300ab-ad91-48b3-a591-788eac0ad81f · outbound

This paper cites Editing models with task arithmetic,.

Functional and Secure Code Generation with Task Vectors Editing models with task arithmetic,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.456339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 41eab342-413a-4dd6-99db-4474072e1889 · outbound

This paper cites Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time,.

Functional and Secure Code Generation with Task Vectors Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.465081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 80918809-332f-487a-a13e-209c1231b909 · outbound

This paper cites Ties- merging: Resolving interference when merging models,.

Functional and Secure Code Generation with Task Vectors Ties- merging: Resolving interference when merging models,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.443866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f4c32eb5-989e-4648-8c8e-d9411961bac7 · outbound

This paper cites Steering language models with weight arithmetic,.

Functional and Secure Code Generation with Task Vectors Steering language models with weight arithmetic,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.460535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 43615ab7-2219-4e17-8c81-4569e4059dbc · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Functional and Secure Code Generation with Task Vectors Code Llama: Open Foundation Models for Code

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-07-10T16:07:20.298257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b21ed7a6-535d-4e5d-88d2-d42702f09387 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Functional and Secure Code Generation with Task Vectors StarCoder 2 and The Stack v2: The Next Generation

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-07-10T16:07:20.293041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 644f38d7-fe46-49a4-b07e-c5febccdf84b · outbound

This paper cites Qwen2.5-Coder Technical Report.

Functional and Secure Code Generation with Task Vectors Qwen2.5-Coder Technical Report

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-07-10T16:07:20.291770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0390fed3-9abc-4154-ac4c-c071725978c4 · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

Functional and Secure Code Generation with Task Vectors CodeGemma: Open Code Models Based on Gemma

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-07-10T16:07:20.300890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 35a6d6d8-2746-495d-bb7a-f3e9491cf207 · outbound

This paper cites CWE: Common weakness enumerations,.

Functional and Secure Code Generation with Task Vectors CWE: Common weakness enumerations,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.467291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 961303de-b54c-4655-8289-9e4ce24a3269 · outbound

This paper cites Teaching an old LLM secure coding: Localized preference optimization on distilled preferences,.

Functional and Secure Code Generation with Task Vectors Teaching an old LLM secure coding: Localized preference optimization on distilled preferences,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.471246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation da11935e-07af-4f65-bfb9-fe5636781647 · outbound

This paper cites Wizardcoder: Empowering code large language models with evol-instruct,.

Functional and Secure Code Generation with Task Vectors Wizardcoder: Empowering code large language models with evol-instruct,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.438774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation a9f58f4c-a936-4c32-a7da-40c9c9f2075b · outbound

This paper cites Code alpaca: An instruction-following llama model for code generation.

Functional and Secure Code Generation with Task Vectors Code alpaca: An instruction-following llama model for code generation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.458433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 757d19b9-1cf7-49c0-a2c8-c0e0b49ee0d5 · outbound

This paper cites [Online].

Functional and Secure Code Generation with Task Vectors [Online]

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.460727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation a0b53594-65cd-48bb-b397-f6cb2bf7c241 · outbound

This paper cites Program Synthesis with Large Language Models.

Functional and Secure Code Generation with Task Vectors Program Synthesis with Large Language Models

Reference 36

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T16:07:20.286011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 82ee92fd-1e6d-4631-bb43-e1adfad762ce · outbound

This paper cites Lora: Low-rank adaptation of large language models,.

Functional and Secure Code Generation with Task Vectors Lora: Low-rank adaptation of large language models,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T16:07:20.462710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2095ea3a-1254-41f2-a45e-2fd7e992240d · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Functional and Secure Code Generation with Task Vectors DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-07-10T16:07:20.296394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Pith citing papers

No inbound Pith citation observations are available.