Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T00:39:39.424282Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2608.00966.
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 2026-08-06T00:39:39.424282Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b491f7fb-8390-48f5-8c5f-c125c0bf6209 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7edf442b-5a90-4c92-b065-1cf7cd65dd0f · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Agen- tic much? adoption of coding agents on GitHub,
Reference 2
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 4eb8a494-fbf3-408d-9046-ac25a98b7c06 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints GitHub terms of service,
Reference 3
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 60c2dcfd-edb2-434c-bf21-aed59b325716 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Studying the impact of noises in build breakage data,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 515442eb-0f28-4274-862d-09a706d6dff6 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Grounded Copilot: How programmers interact with code-generating models,
Reference 5
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 22233d2b-28bc-45dc-9934-0dfc111ff921 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Fingerprinting AI coding agents on GitHub,
Reference 6
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 097b6e93-6e28-4828-be83-1b58ec52a68b · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints De-anonymizing programmers via code stylometry,
Reference 7
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 852442e4-934c-4d95-a5ae-13727e4ab90c · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Source code authorship attribution using n-grams,
Reference 8
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 d33d33f0-35d1-4fd2-9e94-ed9b418dc987 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Large-scale and language-oblivious code authorship identification,
Reference 9
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 2665e7a6-f297-470e-a738-f25fc30c7010 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Supervised contrastive learn- ing,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98180b35-3c1d-4a21-8e4d-c9ab76dadd06 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Sentence-BERT: Sentence embeddings using siamese BERT-networks,
Reference 11
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 904b723f-261f-45cb-ada2-4da4708f3aa8 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints CodeBERT: A pre-trained model for programming and natural languages,
Reference 12
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 65c55415-ecf6-42d7-8c85-2ac888b6e251 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints A unified approach to interpreting model predictions,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3f76891-e06d-4c9d-a83c-0c68602bd677 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Appropriate statistics for ordinal level data: Should we really be using t-test and Cohen’s d for evaluating group differences on the NSSE and other surveys,
Reference 14
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 1cdf1a44-f7a7-4dcd-b0f3-d9fbb9ff5fc6 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints AgenTag: Attribution of AI coding agents from behavioral fingerprints (replication package),
Reference 15
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 154ff929-7f9c-4f5c-b752-8932bb9f1ec2 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Comparing AI cod- ing agents: A task-stratified analysis of pull request acceptance,
Reference 16
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 755677c3-c377-48a1-81c1-abbbaf0cf357 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints How AI coding agents modify code: A large-scale study of GitHub pull requests,
Reference 17
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 4cf5ca7f-79a5-4971-8f30-4b265580d940 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Code change characteristics and description alignment: A comparative study of agentic versus human pull requests,
Reference 18
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 bb25a3fb-6435-4de1-a1c4-f695a489ea50 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Prototypical networks for few-shot learning,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae61e4aa-4394-4481-b647-435dda77b3b6 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints FaceNet: A unified embedding for face recognition and clustering,
Reference 20
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 df367b9d-1471-41c9-9d10-0ad4e6b84550 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints X- Vectors: Robust DNN embeddings for speaker recognition,
Reference 21
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 3438de86-05d8-470c-84ab-d143a5b0c68f · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Toward open set recognition,
Reference 22
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 f891a122-adec-4513-8fb8-0ee8e349cd7f · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Conventional commits specification,
Reference 23
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 79fdf509-5fd4-45b5-bd99-4ae7c7fec7d3 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints An introduction to variable and feature selection,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3591569-9466-430a-a962-4ea5a4e01ba5 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Collinearity: a review of methods to deal with it and a simulation study evaluating their performance,
Reference 25
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 a33b193c-dde6-45b4-9aa4-f9b4306304ae · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Harrell, Frank E.,Regression Modeling Strategies: With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Anal- ysis, 2nd ed
Reference 26
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 9b865dc3-bbbe-4342-a8e0-a368c30712f1 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Kuhn and K
Reference 27
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 4958064e-5d8b-4be5-b38d-d72c378dec73 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints GraphCodeBERT: Pre-training code representations with data flow,
Reference 28
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 697b02d0-d902-418e-be74-3373001f9040 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints SMOTE: Synthetic minority over-sampling technique,
Reference 29
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 69535d51-79ba-4abb-88c5-ba01e5e7f659 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Transformers: State- of-the-art natural language processing,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 865cc89c-ec58-4577-8186-67182ac2c7f9 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints PyTorch: An imperative style, high-performance deep learning library,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21d433ba-a79b-40c2-be01-092ad09e7d93 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Scikit-learn: Machine learning in Python,
Reference 32
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 e660b6f4-ce3f-4b46-97fc-8e82f237097c · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints A simulation study of the number of events per variable in logistic regression analysis,
Reference 33
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 6ca2618d-aa30-4d1c-a543-2bdab904601b · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Inference for the generalization error,
Reference 34
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 54197e93-ea27-4dc2-9a5f-12ffb5b36a02 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Exposing LLM user privacy via traffic fingerprint analysis: A study of privacy risks in LLM agent interactions,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf0cb4a5-a031-41d7-9b62-3a77a78591ff · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints XGBoost: A scalable tree boosting system,
Reference 36
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 056b99f1-b443-4856-baea-372d5fee0a5c · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints The power of bots: Characterizing and understanding bots in OSS projects,
Reference 37
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 d18f94d5-db3a-400b-a556-b1d0891930b8 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints On the accuracy of bot detection techniques,
Reference 38
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 43b2dc49-347b-46f5-8f2a-c13786183d15 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Is ChatGPT the Ultimate Programming Assistant -- How far is it?
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a8b59c9-e49d-45d8-be3e-8107c3a960a2 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints GPTSniffer: A CodeBERT-based classifier to detect source code written by ChatGPT,
Reference 40
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 22d0c6aa-7cf7-4880-a22d-bb96ad5d72c0 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints I know which LLM wrote your code last summer: LLM generated code stylometry for authorship attribution,
Reference 41
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 04c7fba4-4181-401d-9004-d99eeb4fb387 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints A practical guide for using statistical tests to assess randomized algorithms in software engineering,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9435b566-4408-4a30-97e8-910bd540fd06 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Security in the age of AI teammates: An empirical study of agentic pull requests on GitHub,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27a0dc01-5361-4e2d-b8f4-330c5e7ca2d3 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints How AI coding agents communicate: A study of pull request description characteristics and human review responses,
Reference 44
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 d3cd0f90-c6bf-424c-923d-027fe5778702 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Analyzing message-code inconsistency in AI coding agent-authored pull requests,
Reference 45
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 b9655f36-4457-4b36-95cb-caa9c3979b57 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Where do AI coding agents fail? an empirical study of failed agentic pull requests in GitHub,
Reference 46
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 cf725ba4-93fc-4785-a925-8864a0a6bdfd · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints When AI agents touch CI/CD configurations: Frequency and success,
Reference 47
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 4ed992c6-1475-4874-8045-bf699617b119 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Effective identification of source code authors using byte-level information,
Reference 48
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 5c4a10f7-8c98-4d21-9564-cf3499d84a52 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints A novel neural source code representation based on abstract syntax tree,
Reference 49
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 41d2e20f-abb9-4af3-986b-191f0935e969 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Authorship attribution of source code: A language-agnostic approach and applicability in software engineering,
Reference 50
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 ce9b085c-de98-474f-b947-c7d1c2bfa8a8 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Reassessing code authorship attribution in the era of language models,
Reference 51
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 350d0777-8863-454e-997a-d91e92e9462d · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Code authorship attribution: Methods and challenges,
Reference 52
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 825ee93b-6823-4097-86e0-816b8b58a169 · outbound
AgenTag: Attribution of AI Coding Agents from Behavioral Fingerprints Bridging behavioral biometrics and source code stylometry: A survey of programmer at- tribution,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.