Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T04:46:07.358662Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 1 inbound Pith citation observation for arXiv:2412.01066.
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 2026-08-12T04:46:07.358662Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T17:31:15.112673Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-10T17:31:15.206794Z
68 of 68 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ec6a23fc-82a5-4fd7-a791-8bfdfb209b46 · outbound
Practitioners' Expectations on Log Anomaly Detection Using evolutionary annotations from change logs to enhance program comprehension,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation eb8d9959-3f89-451a-8609-4daab3e72996 · outbound
Practitioners' Expectations on Log Anomaly Detection On the temporal relations between logging and code,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ddbd7551-f525-4077-89ea-4ceb537b07b7 · outbound
Practitioners' Expectations on Log Anomaly Detection Log-based anomaly detection without log parsing,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3540ef2f-4a6a-49ed-8685-17c7150f9083 · outbound
Practitioners' Expectations on Log Anomaly Detection Loganomaly: Unsupervised detection of sequential and quantitative anomalies in unstructured logs
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cce5b710-9155-4db7-9573-a12ec7772563 · outbound
Practitioners' Expectations on Log Anomaly Detection Heteroge- neous anomaly detection for software systems via semi-supervised cross- modal attention,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e401cf43-ba03-4db1-a705-81f9411526f0 · outbound
Practitioners' Expectations on Log Anomaly Detection Deeplog: Anomaly detection and diagnosis from system logs through deep learning,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d423210f-06ae-48be-a5f2-c63d2f46e2cb · outbound
Practitioners' Expectations on Log Anomaly Detection Pathidea: Improving information retrieval-based bug localization by re-constructing execution paths using logs,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 69208ebe-fb3b-4fc0-8226-c1f6ffa7fff2 · outbound
Practitioners' Expectations on Log Anomaly Detection Latent error prediction and fault localization for microservice applications by learning from system trace logs,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e445215-cfe1-4cde-839c-2dc9e842e41d · outbound
Practitioners' Expectations on Log Anomaly Detection Deep learning or classical machine learning? an empirical study on log-based anomaly detection,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ec6f597-624c-4f8f-9690-be2659a5ca37 · outbound
Practitioners' Expectations on Log Anomaly Detection Log-based anomaly detection with deep learning: How far are we?
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abbca9b8-47dc-4e17-8f0f-060d90c0a005 · outbound
Practitioners' Expectations on Log Anomaly Detection Leavy, Research design: Quantitative, qualitative, mixed methods, arts-based, and community-based participatory research approaches
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 001de88a-3ec6-4c12-be09-91f18e4bf040 · outbound
Practitioners' Expectations on Log Anomaly Detection Spencer, Card sorting: Designing usable categories
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d8910b5-172e-4337-83ab-ec477cd15134 · outbound
Practitioners' Expectations on Log Anomaly Detection Google forms,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 68f8c7a3-e6ae-46f8-a538-06bd4689a69a · outbound
Practitioners' Expectations on Log Anomaly Detection Survey form,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3dcbf1b1-fa78-44fe-a924-2df3053ddc4b · outbound
Practitioners' Expectations on Log Anomaly Detection Wenjuanxing software,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8879ec69-e7f5-4d0c-a83d-bb4f698059ca · outbound
Practitioners' Expectations on Log Anomaly Detection A survey of per- formance optimization for mobile applications,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0acadce8-c539-43a0-aac2-73c736291f67 · outbound
Practitioners' Expectations on Log Anomaly Detection On the use of evaluation measures for defect prediction studies,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cf538b18-25eb-487c-aa6f-54425deeb6e4 · outbound
Practitioners' Expectations on Log Anomaly Detection Guidelines for snowballing in systematic literature studies and a replication in software engineering,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 438d7855-9f77-4d79-a1cf-ca4a6f292480 · outbound
Practitioners' Expectations on Log Anomaly Detection Logformer: A pre-train and tuning pipeline for log anomaly detection,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a0c00a2-552d-468b-a73b-67beb358955f · outbound
Practitioners' Expectations on Log Anomaly Detection Onelog: towards end-to-end software log anomaly detection,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e7a64c9-ba1f-4b3f-8730-7fc39c4c74ad · outbound
Practitioners' Expectations on Log Anomaly Detection LogSD: Detecting Anomalies from System Logs through Self-supervised Learning and Frequency-based Masking
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 42c76bb7-1539-4ab3-ba22-29132c2f08db · outbound
Practitioners' Expectations on Log Anomaly Detection Metalog: Generalizable cross-system anomaly detection from logs with meta-learning,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 804705fc-8d7a-4042-98d5-4b09ff5e8ae0 · outbound
Practitioners' Expectations on Log Anomaly Detection Semi- supervised and unsupervised anomaly detection by mining numerical workflow relations from system logs,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c1e35dff-576b-42c8-a871-c2bbb4585ae9 · outbound
Practitioners' Expectations on Log Anomaly Detection Logonline: A semi-supervised log-based anomaly detector aided with online learning mechanism,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 84786c5c-aff2-431b-818e-bc860bb3d2cb · outbound
Practitioners' Expectations on Log Anomaly Detection Twin graph-based anomaly detection via attentive multi-modal learning for microservice system,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4d8f5ef1-2e65-4538-ba27-42af14f90140 · outbound
Practitioners' Expectations on Log Anomaly Detection Loader: A log anomaly detector based on transformer,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 56cb1180-3171-4400-b5ee-28dea16ba730 · outbound
Practitioners' Expectations on Log Anomaly Detection Mlog: Mogrifier lstm-based log anomaly detection approach using semantic representation,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 24bf8559-7b4c-4df7-8c4b-ff4a054fd789 · outbound
Practitioners' Expectations on Log Anomaly Detection Autolog: A log sequence synthesis framework for anomaly detection,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b63edacd-ef75-4e5a-89df-21c8db8667bb · outbound
Practitioners' Expectations on Log Anomaly Detection Deepuserlog: Deep anomaly detection on user log using semantic analysis and key-value data,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b2700b69-c1c4-4c7e-95ee-84dbc69b5485 · outbound
Practitioners' Expectations on Log Anomaly Detection Logrep: Log-based anomaly detection by representing both semantic and numeric informa- tion in raw messages,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 77cc0ad8-c261-4f5a-910e-e4a95a702a0f · outbound
Practitioners' Expectations on Log Anomaly Detection Sialog: detecting anomalies in software execution logs using the siamese network,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 28bad069-6c5f-49d0-9dfe-d6a9cc09c8b9 · outbound
Practitioners' Expectations on Log Anomaly Detection Deeptralog: Trace-log combined microservice anomaly de- tection through graph-based deep learning,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3765072c-7527-419a-80dc-f03dcd87d0e9 · outbound
Practitioners' Expectations on Log Anomaly Detection An empirical investigation of practical log anomaly detection for online service systems,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e879bb0c-4afb-40f6-a67b-9f9fb23a862b · outbound
Practitioners' Expectations on Log Anomaly Detection Semi-supervised log-based anomaly detection via probabilistic label estimation,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d328c9ee-6952-4c07-93cf-173ad5a64fab · outbound
Practitioners' Expectations on Log Anomaly Detection Logflash: Real-time streaming anomaly detection and diagnosis from system logs for large-scale software systems,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 878ced35-ecb9-4207-8b22-59aee55cb720 · outbound
Practitioners' Expectations on Log Anomaly Detection Logtransfer: Cross-system log anomaly detection for software systems with transfer learning,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b094f391-379e-4a3c-98c9-e93304ea6098 · outbound
Practitioners' Expectations on Log Anomaly Detection Swisslog: Robust and unified deep learning based log anomaly detection for diverse faults,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d5fa85a-89f3-4955-852d-1972ef092633 · outbound
Practitioners' Expectations on Log Anomaly Detection Robust log-based anomaly detection on unstable log data,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 398dd990-0071-4c96-b215-e900c0baeb7e · outbound
Practitioners' Expectations on Log Anomaly Detection Self- attentive classification-based anomaly detection in unstructured logs,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 300e442e-f1fc-404b-a0ee-cef23e479774 · outbound
Practitioners' Expectations on Log Anomaly Detection Multi-scale one-class recurrent neural networks for discrete event sequence anomaly detection,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e37e111-4167-47d6-8273-5f563bd24a41 · outbound
Practitioners' Expectations on Log Anomaly Detection Cat: beyond efficient transformer for content-aware anomaly detection in event sequences,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5f2383c-3b60-416e-9989-806d517e3fff · outbound
Practitioners' Expectations on Log Anomaly Detection An approach for anomaly diagnosis based on hybrid graph model with logs for distributed services,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e3be9a89-a545-4fc0-a33d-af9459ac9e24 · outbound
Practitioners' Expectations on Log Anomaly Detection Aclog: An approach to detecting anomalies from system logs with active learning,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 941ae3be-3f30-48c5-b57d-214f83f95a00 · outbound
Practitioners' Expectations on Log Anomaly Detection Improving log-based anomaly detection with component-aware analysis,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 651d5f0c-aa29-4958-a814-0f90b1656fd5 · outbound
Practitioners' Expectations on Log Anomaly Detection Maddc: Multi-scale anomaly detection, diagnosis and correction for discrete event logs,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 76d9d5c4-b1db-44ce-98b4-1218e2b6c964 · outbound
Practitioners' Expectations on Log Anomaly Detection Log sequence anomaly detection based on local information extraction and globally sparse transformer model,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2cd9c1e4-912a-4d6a-b87d-bc3b2db5f2dd · outbound
Practitioners' Expectations on Log Anomaly Detection Logclass: Anomalous log iden- tification and classification with partial labels,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9e1a4ba0-0110-42c3-ad94-d5bff7275069 · outbound
Practitioners' Expectations on Log Anomaly Detection Try with simpler–an evaluation of improved principal component anal- ysis in log-based anomaly detection,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7326685c-f5a6-41cd-8742-7acb5a8cec22 · outbound
Practitioners' Expectations on Log Anomaly Detection Unsupervised log message anomaly detection,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e39add08-b97f-423c-ae60-4b56c76dbc33 · outbound
Practitioners' Expectations on Log Anomaly Detection Automatic abnormal log detection by analyzing log history for providing debugging insight,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 30d0854d-5c90-4544-86ae-89872bb5159d · outbound
Practitioners' Expectations on Log Anomaly Detection Detecting large-scale system problems by mining console logs,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 70dcd14b-38ba-4591-bea6-9d5625d690de · outbound
Practitioners' Expectations on Log Anomaly Detection What supercomputers say: A study of five system logs,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e96da08-352b-4b06-8488-6362a47e0f33 · outbound
Practitioners' Expectations on Log Anomaly Detection Software testing with large language models: Survey, landscape, and vision,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68d60cd6-1152-4ed0-948d-c7f83b296620 · outbound
Practitioners' Expectations on Log Anomaly Detection Evaluating large language models in class-level code generation,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 916c64de-f655-4626-b3db-134507bf2738 · outbound
Practitioners' Expectations on Log Anomaly Detection Large Language Models for Software Engineering: Survey and Open Problems
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dae2ee2a-2a49-4cb5-9725-7b705cc1108b · outbound
Practitioners' Expectations on Log Anomaly Detection Practitioners' Expectations on Code Completion
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f0b6af3-4c21-493c-8ba6-78969d3ec13b · outbound
Practitioners' Expectations on Log Anomaly Detection A language model for statements of software code,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af5cf7f6-e045-47fe-a69b-0e9c821296ac · outbound
Practitioners' Expectations on Log Anomaly Detection Failure prediction in ibm bluegene/l event logs,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3d9c28ca-3b24-4445-b84b-83224d3c7090 · outbound
Practitioners' Expectations on Log Anomaly Detection Automated it system failure prediction: A deep learning approach,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5e879c45-5ece-42d7-bddf-d67147822c4d · outbound
Practitioners' Expectations on Log Anomaly Detection Long short-term memory based operation log anomaly detection,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6e806bb9-9155-4b3e-b43c-6f7043572d18 · outbound
Practitioners' Expectations on Log Anomaly Detection Detecting anomaly in big data system logs using convolutional neural network,
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac8d1bf0-7160-4692-859d-6e16e573a187 · outbound
Practitioners' Expectations on Log Anomaly Detection Log clustering based problem identification for online service systems,
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7054927-a060-420e-8902-689c9a624a41 · outbound
Practitioners' Expectations on Log Anomaly Detection Lanobert: System log anomaly detection based on bert masked language model,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6a792a2f-7ec1-49d9-8642-3e17a010e22c · outbound
Practitioners' Expectations on Log Anomaly Detection Are they all good? studying practitioners’ expectations on the readability of log messages,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation effcbaef-ffa7-43cf-a6c1-d20317391ce6 · outbound
Practitioners' Expectations on Log Anomaly Detection An interview study about the use of logs in embedded software engineering,
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bf9ba1a4-aa70-43bc-a163-78bb71d5d74d · outbound
Practitioners' Expectations on Log Anomaly Detection How do developers’ profiles and experiences influence their logging practices? an empirical study of industrial practitioners,
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9ab6105c-6086-4491-89cc-38ac06741488 · outbound
Practitioners' Expectations on Log Anomaly Detection A survey on automated log analysis for reliability engineering,
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5b8a03c4-bcd5-49eb-a964-be9eb3cee6bc · outbound
Practitioners' Expectations on Log Anomaly Detection Where do developers log? an empirical study on logging practices in industry,
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 17258b18-0158-4615-be35-82f6054d9f85 · inbound
Beyond Window-Based Detection: A Graph-Centric Framework for Discrete Log Anomaly Detection Practitioners' Expectations on Log Anomaly Detection
Reference 2018
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.