Paper Citation Record · LEDGER

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection

As of 20 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2509.05936.

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

pith.paper-citation-record.v1
2509.05936 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:50:28.967031Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

28 of 28 outbound references displayed

verified exact1
verified fuzzy9
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 33e37b63-9b8e-4f88-a620-315267e96576 · outbound

This paper cites A survey on automated log analysis for reliability engineering,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection A survey on automated log analysis for reliability engineering,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:25.937880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c898021-d680-43bd-bfbe-c8d2439a8e1e · outbound

This paper cites Deep learning for anomaly detection in log data: A survey,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Deep learning for anomaly detection in log data: A survey,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:25.996280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 312b396a-8e79-47fb-81a6-7deddc5afbd7 · outbound

This paper cites Active learning literature survey,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Active learning literature survey,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:31.068497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a3119bd9-c6ef-420e-94e7-2fe8f1f6bd4a · outbound

This paper cites System log clustering approaches for cyber security applications: A survey,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection System log clustering approaches for cyber security applications: A survey,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:31.053962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 751e7bfc-527e-4e72-b178-fe73bc131931 · outbound

This paper cites A data clustering algorithm for mining patterns from event logs,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection A data clustering algorithm for mining patterns from event logs,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:30.915277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8fcd7c98-9942-47f6-8ce8-2ada8a3d39a3 · outbound

This paper cites Drain: An online log parsing approach with fixed depth tree,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Drain: An online log parsing approach with fixed depth tree,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:26.335308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 536418bc-1ec0-40e5-977c-495c92b7d9fa · outbound

This paper cites Dynamic log file analysis: An unsupervised cluster evolution approach for anomaly detection,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Dynamic log file analysis: An unsupervised cluster evolution approach for anomaly detection,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:30.735081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ad80d942-217e-4da8-9c68-966b31fb2505 · outbound

This paper cites Robust log-based anomaly detection on unstable log data,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Robust log-based anomaly detection on unstable log data,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:26.574554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e69acced-5453-43af-a71d-c97dc34d448f · outbound

This paper cites Log-based anomaly detection without log pars- ing,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Log-based anomaly detection without log pars- ing,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:26.697183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c480e19-5b23-4ad0-a176-732140d559f5 · outbound

This paper cites LogLLM: Log-based Anomaly Detection Using Large Language Models.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection LogLLM: Log-based Anomaly Detection Using Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:26.837549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f28f60b-2a01-4d15-bb8b-27d4799d7fb7 · outbound

This paper cites Logbert: Log anomaly detection via bert,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Logbert: Log anomaly detection via bert,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:26.988180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e22cee8-c1c2-44f6-a004-3cbeb154b045 · outbound

This paper cites Afalog: A general augmentation framework for log-based anomaly detection with active learning,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Afalog: A general augmentation framework for log-based anomaly detection with active learning,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:27.100489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 307ebc14-4bfe-4e4c-9c89-4e391110e806 · outbound

This paper cites Logcae: An approach for log-based anomaly detection with active learning and contrastive learning,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Logcae: An approach for log-based anomaly detection with active learning and contrastive learning,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:27.252913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d3abc77-37eb-450d-a3ad-a6e17b57a14a · outbound

This paper cites Consistency-based semi-supervised active learning: Towards min- imizing labeling cost,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Consistency-based semi-supervised active learning: Towards min- imizing labeling cost,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:30.402121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7344e307-9a36-4daf-a760-73ecc820a915 · outbound

This paper cites GPT-4o System Card.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection GPT-4o System Card

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:27.492369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e908366-26ab-4994-a448-1d49c5ab9302 · outbound

This paper cites Attention is all you need,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Attention is all you need,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:27.643990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ef3f37b-d277-4033-ab5e-207c87eec2fa · outbound

This paper cites Global-local Spatial-temporal Aware Graph Attention Network for Network Traffic Forecasting.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Global-local Spatial-temporal Aware Graph Attention Network for Network Traffic Forecasting

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-05T04:50:29.243867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 84f33143-5068-4fe9-8407-537bbc1bcb8e · outbound

This paper cites Rank-based modeling for universal packets compression in multi-modal communications,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Rank-based modeling for universal packets compression in multi-modal communications,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:27.850840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e18aad-39ce-49cf-8795-9f84ed4928bd · outbound

This paper cites BFMLoc: Transformer- based indoor positioning leveraging beamforming feedback matrices,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection BFMLoc: Transformer- based indoor positioning leveraging beamforming feedback matrices,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:30.132634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 375162a3-125d-4e63-95b1-8aa3b88c2046 · outbound

This paper cites Queries and concept learning,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Queries and concept learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:29.921540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 58dd4e8a-c08f-4675-82f2-3ee3a1df5b0a · outbound

This paper cites Improving generalization with active learning,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Improving generalization with active learning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:28.186684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abfc2dcc-b996-4cd3-b389-d07e496e6bd0 · outbound

This paper cites A sequential algorithm for training text classifiers: Corrigendum and additional data,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection A sequential algorithm for training text classifiers: Corrigendum and additional data,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:29.695621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 553cbe92-5c1b-48aa-806f-092f279c01f1 · outbound

This paper cites Deep learning or classical machine learning? an empirical study on log-based anomaly detection,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Deep learning or classical machine learning? an empirical study on log-based anomaly detection,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:50:29.513635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7076fb69-429d-444e-a937-f2e6203b9cd5 · outbound

This paper cites Term-weighting approaches in automatic text retrieval,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Term-weighting approaches in automatic text retrieval,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:28.539207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9062375-9df2-4fb9-992f-e61cfc79a668 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Bert: Pre-training of deep bidirectional transformers for language understanding,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:28.617246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61acaee0-1288-4bcc-a3e6-09c3a756cdee · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:28.720143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41300fd1-c849-4c18-bae7-e48ee9f72630 · outbound

This paper cites Text and Code Embeddings by Contrastive Pre-Training.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection Text and Code Embeddings by Contrastive Pre-Training

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:28.872750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a33b467e-2ef3-4e66-9d61-762c2c32e939 · outbound

This paper cites What supercomputers say: A study of five system logs,.

ALPHA: LLM-Enabled Active Learning for Human-Free Network Anomaly Detection What supercomputers say: A study of five system logs,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T04:50:28.967031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.