Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:04:45.642448Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 4 inbound Pith citation observations for arXiv:2506.03585.
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 2026-08-07T11:04:45.642448Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-03T22:48:44.389705Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T14:29:53.452478Z
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4140ce3e-a0e8-475e-863d-4d78790786ad · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Where is the bug and how is it fixed? an experiment with practitioners,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d304663-77d3-4714-8365-adfe4b3eb613 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Spectrum-based Software Fault Localization: A Survey of Techniques, Advances, and Challenges
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd82db6a-da15-48bd-9bb7-ac23d64b6b54 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Ask the mutants: Mutating faulty programs for fault localization,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3e910a63-cf3e-4f78-a738-33a0bdf92d19 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Systematic analysis of learning-based software fault localization,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fb508edc-7cfb-4cc5-91c7-18f045c3cfaf · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context A practical evaluation of spectrum-based fault localization,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07d4f727-ac17-4cb5-a44d-96f53bc874f0 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Impact of large language models of code on fault localization,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e69de3b8-63aa-4bd4-b185-c978a784b539 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Boosting coverage-based fault localization via graph-based representation learning,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87b3f6aa-56c7-4334-890a-5f0ddc6bedcf · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Deepfl: integrating multiple fault diagnosis dimensions for deep fault localization,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43b6da0d-e161-4a42-a6e3-0ce4724bc171 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d671e2d8-3442-424b-bf35-6e88c544af9a · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Data collection and quality challenges in deep learning: A data-centric ai perspective,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5dc13c54-910d-4260-b0dd-e79eeba937b8 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Perceptions, expectations, and challenges in defect prediction,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c687c0ba-6887-424e-923f-52dca87dd9b3 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Data quality for software vulnerability datasets,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a4ab954a-559e-4829-8247-e14060ac15e9 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Large Language Models: A Survey
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a800a31-5942-44dc-82e5-a8aa8146c063 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Large language models for test-free fault localization,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b76905ca-99b4-4b87-a449-4af56651684b · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Large Language Models in Fault Localisation
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fccccbd1-1c64-47ed-aeab-6fe517697cd4 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Soapfl: A standard operating procedure for llm-based method-level fault localization,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 506b570b-4150-49a7-b6cb-4f6a476b6a2c · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context A quantitative and qualitative evaluation of llm-based explainable fault localization,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a196185d-5981-4732-ad93-6335054849bc · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Comprehending Test Code: An Empirical Study ,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ae2a21f-6f88-4e49-814f-5d62c697a6df · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Using contextual knowledge in interactive fault localization,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 41699e48-47b4-4077-b9c0-43d67d4232cd · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Knowledge editing for large language models: A survey,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53560c72-8efb-48d5-94eb-69cb2356bc6f · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Defects4j: a database of existing faults to enable controlled testing studies for java programs,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c7c3204-914f-417d-8c11-0d24ae5a049c · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context On the accuracy of spectrum-based fault localization,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fd00d111-8010-4be4-a373-76c6c1e68037 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context An evaluation of similarity coefficients for software fault localization,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76969680-313b-4d3d-b2f8-f4accbf3c9c7 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Spectrum-based multi- ple fault localization,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 105a852b-485b-47f6-abb5-459c49ad5636 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Visualization of test information to assist fault localization,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 27ea3c33-2557-41c1-a70b-1728baf3d462 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context A model for spectra- based software diagnosis,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ab340edb-c1a5-4d2b-b613-335c2eba9987 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context The dstar method for effective software fault localization,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 89533820-a76a-403b-8201-d6d71cc9026b · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Effective fault localization using code coverage,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 381f0237-8492-4605-935e-ee143cb814ce · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Evolving human competitive spectra-based fault localisation techniques,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5945dcdf-7fa1-4a4c-82da-baeea750c08a · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Metallaxis-fl: mutation-based fault localization,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7e160055-a8d4-479d-b625-24ffa0e6270d · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Learning to construct better mutation faults,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6ff8c066-e551-4c8b-a405-649213b50657 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Deepmutation: a neural mutation tool,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6fc5b1d1-44df-4eaf-a605-74be9b5fa2ac · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context A survey on methods for explainability in deep learning models,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7a591626-744e-47d6-aa66-9710b5969fd9 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context A Survey of Large Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 677a23df-fd72-4d4f-9428-1f138f5d0eda · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11839bd2-cfac-4619-af5c-fa821092bbbe · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Practitioners’ expectations on automated fault localization,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3816f41-0850-43e7-aabc-431447efc106 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Automated program repair in the era of large pre-trained language models,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9f1f726-8f6e-4ed0-abd1-00eebe2409b7 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Recall and learn: Fine-tuning deep pretrained language models with less forgetting,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f8d5766c-c279-4ae2-a593-9312083cfa4a · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Editable Neural Networks
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3840420-7f23-43f3-8df3-cf963bf6f828 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Locating and Editing Factual Associations in GPT
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82aaeb88-9079-4e7e-bace-1e15479bdab8 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Editing common sense in transformers,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 48ba8f37-9f9c-4668-99f1-5159ce413c3c · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Transformer-Patcher: One Mistake worth One Neuron
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd770b97-7b28-4751-83a8-56472e4c1b30 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Calibrating Factual Knowledge in Pretrained Language Models
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fdf0ad63-5830-4fb7-82d1-473c4ae0c33c · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Memory-Based Model Editing at Scale
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d6dfd47-ac28-47ba-92b2-0aa9476de55a · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Memory-assisted prompt editing to improve GPT-3 after deployment
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec769089-5592-4f00-bca7-51204ca8c613 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Agentless: Demystifying LLM-based Software Engineering Agents
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1ba7e68-a64b-4268-bebf-0664d987ada2 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Closure compiler,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e9eeda7c-7488-43c1-b794-b2d8456f5c15 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Fault localization via efficient probabilistic modeling of program semantics,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 047d1df9-1954-44b3-9bfb-4a00025ffc37 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Dissection of a bug dataset: Anatomy of 395 patches from defects4j,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 299173bd-3f99-4fe1-a7cd-0bfce3ef2129 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Are automated debugging techniques actually helping programmers?
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46419bc8-d9d4-493a-bcaf-34f19f3d36d3 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Berrar,Cross-Validation, 01 2018
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5403c282-a949-4cb4-8d6c-54ecf7eaf8db · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cec4b970-a870-4e43-aa28-f8384a7d8e47 · outbound
Improving LLM-Based Fault Localization with External Memory and Project Context Available: https://doi.org/10.1145/3551349.3556949
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 640358f2-5f9c-4e0a-ae61-f8df34af85b0 · inbound
Can Language Models Go Beyond Coding? Assessing the Capability of Language Models to Build Real-World Systems Improving LLM-Based Fault Localization with External Memory and Project Context
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cf80b886-2cb1-46e2-8492-213032206d1e · inbound
SieveFL: Hierarchical Runtime-Aware Pruning for Scalable LLM-Based Fault Localization Improving LLM-Based Fault Localization with External Memory and Project Context
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 77a890d2-dfc3-4824-8fd2-5f8c807fc66e · inbound
How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring Improving LLM-Based Fault Localization with External Memory and Project Context
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 48da9185-d293-4fa4-9c16-773b9a3fb02d · inbound
How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring Improving LLM-Based Fault Localization with External Memory and Project Context
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.