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Paper Citation Record · LEDGER

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs

As of 11 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 0 inbound Pith citation observations for arXiv:2506.03396.

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

pith.paper-citation-record.v1
2506.03396 v1

Coverage vector

measured 84 of 84 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:10:34.368233Z

measured 84 of 84 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

84 of 84 outbound references displayed

  • verified exact3
  • verified fuzzy5
  • unresolved74
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54b2fcbe-d1b2-4b86-a7c6-57723f554409 · outbound

This paper cites The Keras CIFAR10 Dataset of Colour Images.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs The Keras CIFAR10 Dataset of Colour Images

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4b029e5c-59e9-48ad-8868-91bc6df92c37 · outbound

This paper cites DeepCrime Replication Package.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs DeepCrime Replication Package

Reference 2

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 388bcf54-487b-4991-9464-5e0d5504c8ea · outbound

This paper cites Keras Reuters Dataset.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Keras Reuters Dataset

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:25.935433Z digest=sha256:f1b574730b11b49adbdcc12607cfe91def2dec8e3b57a9abf12681b12f149f04

Observation 50ae557b-65f1-477c-9c2b-a739fc069006 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-07T11:10:26.150654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:26.150654Z digest=sha256:b11b74bf59da8ec30bca610f740dc447770d41b1a157205f45074fa2dd0103f8

Observation 75e9057b-73f3-44ec-abdf-0bc6a2270bb1 · outbound

This paper cites A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning

Reference 6

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no resolver link, observed 2026-08-07T11:10:26.267953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:26.267953Z digest=sha256:57339940c3f97715e4ef0497e1c45ab8192d14329e78d1b9dabeb76229873830

Observation 435ed266-699b-4668-8080-07900ac4196b · outbound

This paper cites Language Models are Few-Shot Learners.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Language Models are Few-Shot Learners

Reference 7

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no resolver link, observed 2026-08-07T11:10:26.415347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:26.415347Z digest=sha256:1119164864d400f1dd461518dfeda1e20d2672fccd5487c2052176b324f2b1c5

Observation ec3b3b43-b8f8-411e-ae94-c8e5f8568cf3 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 8

Resolution
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no resolver link, observed 2026-08-07T11:10:26.546073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:26.546073Z digest=sha256:387a67c6510432f827b03fa838b0b4c74f41f5b36a6ba929ca6e11ae7d9e5114

Observation 6ba29d86-f449-4955-af98-137c57175d3b · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 9

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no resolver link, observed 2026-08-07T11:10:26.643457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:26.643457Z digest=sha256:a98b7ab09b3422ebf1d84e6cf450924fe8da8b75f71caf97d2e4c97ad4070cdd

Observation 7bc852e6-3cdd-418a-a2c7-9a37e45f4972 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 10

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 5dd74489-c827-4d79-b5e0-63b896c62541 · outbound

This paper cites A study on Prompt Design, Advantages and Limitations of ChatGPT for Deep Learning Program Repair.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs A study on Prompt Design, Advantages and Limitations of ChatGPT for Deep Learning Program Repair

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:26.902971Z digest=sha256:97e8ce12b8deda2ad696f2025444567cc21d5965f9c7222e9d6b98f5895d0be3

Observation cda9c0dd-d500-409b-a2cf-0b032f76d34c · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation af252919-e356-4fcc-ab53-ca8c49a36a80 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 8955d39d-eba0-4b61-90e6-6537df7505d6 · outbound

This paper cites Hyperparameter Search in Machine Learning.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Hyperparameter Search in Machine Learning

Reference 14

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Unavailable: canonical work link unavailable.

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Observation 042a162f-5b74-447d-ad70-4360f8f1807f · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 15

Resolution
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raw_fallback, observed 2026-08-07T11:10:35.853270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation ea57663f-289a-48e3-80f4-a47ac03a1a97 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 16

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raw_fallback, observed 2026-08-07T11:10:35.843777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 4b8528aa-22ea-4eeb-bb4a-c5840de7d083 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 17

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Unavailable: canonical work link unavailable.

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Observation 409ce380-45e7-4b86-a2a2-6d13004a235a · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 028826b0-cae0-416c-9288-362636022a13 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 19

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Unavailable: canonical work link unavailable.

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Observation c21ff317-9769-45ba-9bab-8e8e6951540a · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 20

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raw_fallback, observed 2026-08-07T11:10:35.810695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation e030f1c0-bcfc-4c07-b00d-b593c2d93aa8 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 376b24cf-1e1e-4fb1-8876-24837f3579a8 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 4dee90c6-cd69-4ec8-befa-0dbefbbf3f0c · outbound

This paper cites Barr, Zhendong Su, Mark Gabel, and Premkumar Devanbu.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Barr, Zhendong Su, Mark Gabel, and Premkumar Devanbu

Reference 23

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 4510b2cc-2fed-406b-a90d-8478df948c83 · outbound

This paper cites Hinton, L.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Hinton, L

Reference 24

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation c8931611-558c-4732-932c-bd73b373cd48 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 25

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation c4900987-be06-4852-8f73-037909321871 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 26

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raw_fallback, observed 2026-08-07T11:10:35.762259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation a79c0b8e-55fa-4d5c-a016-59966f89a8b3 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 27

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raw_fallback, observed 2026-08-07T11:10:35.751061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation ed271506-df32-44ee-b140-7645cf4119ad · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation eecd9a34-9b1a-4a87-a82a-9cc1c4722edf · outbound

This paper cites An Empirical Study of Fault Localisation Techniques for Deep Learning.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs An Empirical Study of Fault Localisation Techniques for Deep Learning

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 8923cb54-8c39-426e-80eb-f4f5872439aa · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 31

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raw_fallback, observed 2026-08-07T11:10:35.740961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 5229d738-6380-4dba-aa23-145cc730e6fe · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 35a2176c-c2da-4768-9eda-fdee6183da6b · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:29.417525Z digest=sha256:24358907979961fd09897de08edf7f13fdff98bbe9796b7900aebca32eab63ab

Observation 054caba6-f779-4785-bc6f-1a81f9eece17 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 724ae413-912e-465c-a9a2-93a2e901aa5d · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation d9ed3415-b675-40a0-80e1-b2228dc5fbce · outbound

This paper cites A Survey on Large Language Models for Code Generation.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs A Survey on Large Language Models for Code Generation

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7d3d82df-c45a-4ec2-a67f-3d89746b922d · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 37

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:29.921887Z digest=sha256:08e988643a48f8803bc07df3300bca4e5a66e278d5b939f0cc8b3585985130f8

Observation 6e3552e6-f998-4de2-954f-64535f2fa00c · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 38

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unresolved
raw_fallback, observed 2026-08-07T11:10:35.695576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 83224236-c350-4b3d-8063-19434d3676b5 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-07T11:10:30.171988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:30.171988Z digest=sha256:6b8d4b1542c4a6d2bc956b67ee1412a9e451dda4fc5d07c462b3bb73a1193f89

Observation d1bad12a-d512-4b38-8602-83848906474e · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Adam: A Method for Stochastic Optimization

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:30.326623Z digest=sha256:7309928d1893d70a44f1d2ba8f71cd64c9ad23be877733aa64892bb9e480ad5f

Observation a00e2757-d6a4-40cf-b959-35428f3fff1c · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-07T11:10:30.502489Z digest=sha256:377c8485195c1d77aff77efec9c5f917a064b66f24e698f6ba9509698be78262

Observation 151ecaf8-8e90-4677-bbb7-829292274f2c · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 42

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raw_fallback, observed 2026-08-07T11:10:35.686418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:30.651109Z digest=sha256:1283f7ae250a507dc0b6d6756f995ce3e0836e0d501fb821ebb3c9f858015130

Observation 7e8936e9-0a46-4a5d-933c-deb245da1476 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-07T11:10:30.778837Z digest=sha256:61e11e540a06a12bde5145e7771798777cf6a4cbb8c4875d24d0b16df3e9bb1f

Observation 280d8f6f-8756-49f3-a79d-a2fa512dfb65 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 44

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unresolved
raw_fallback, observed 2026-08-07T11:10:35.669549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:30.909176Z digest=sha256:01fdb809142c75d01ed59e74c4368be46f1f71a8712d3a175aeab6699a4babf2

Observation 2d874155-fb72-4f25-ba8c-1c7651974a27 · outbound

This paper cites Tune: A Research Platform for Distributed Model Selection and Training.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Tune: A Research Platform for Distributed Model Selection and Training

Reference 45

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:10:30.998494Z digest=sha256:27b1e35debbbfcdfd62a10c1b21f30bd95e6849c19e97ca1bbacc4cf131a4ba0

Observation 92d6170e-cdc1-4d52-82c5-84d863e1182b · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 46

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no resolver link, observed 2026-08-07T11:10:31.090709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:31.090709Z digest=sha256:1dfe2cebf7975387a072f42a73fe204bfafa923d5c583b9596357da54b0f067f

Observation 195db10d-1d84-47ee-8b48-86404f3235d8 · outbound

This paper cites LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs

Reference 47

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:10:31.173754Z digest=sha256:7c541cc2baf2d888b9c67b5dd93b5f9c9a5329d07bed98b6a58928155236686c

Observation 60a08d7a-3e4a-44b2-bd82-41855b6ee75e · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 48

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unresolved
raw_fallback, observed 2026-08-07T11:10:35.652445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:31.249184Z digest=sha256:3c3ab4e3049587fff206b473b350ae485f4f57ec64834bf602ae61e7048b9d1b

Observation 61cfe061-1bb6-46a0-b90a-6020e54dff41 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 49

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no resolver link, observed 2026-08-07T11:10:31.346555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:31.346555Z digest=sha256:2232c2f6ebe885bc0590fa004f6266f4ee80a1ebc60dc0dbd8a5348759d3f636

Observation 8134aa24-b32e-4dd9-85e0-5a50420d34ec · outbound

This paper cites On the State of the Art of Evaluation in Neural Language Models.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs On the State of the Art of Evaluation in Neural Language Models

Reference 50

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:31.507099Z digest=sha256:6a8371f46afa50244193af1802a8ee3914a59d8da00922f5a88622364a0874ad

Observation 33d5b781-ff1a-4de3-8545-8d2e6c2b3d06 · outbound

This paper cites 2017.Design and analysis of experiments.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs 2017.Design and analysis of experiments

Reference 51

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verified fuzzy
raw_fallback, observed 2026-08-07T11:10:35.625490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:31.569953Z digest=sha256:603a3d62a406b5f0d2e0b446dcd2a58aa505049c9a95e073f2d2b11fef41660c

Observation 700943fe-1985-4b3e-9963-48afdb844a61 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.615939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:31.663891Z digest=sha256:913eaa26740c739457a87691ffdc4cb7598701af052a23e6f36872d5f5684e41

Observation 17e16503-28c9-4859-aa9f-2d1ac28e7c9d · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 53

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unresolved
raw_fallback, observed 2026-08-07T11:10:35.606103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:31.755565Z digest=sha256:dca7927eb8da9ff19c2a1c5c63e7dfb1451fc152449ff568ed7b15fc8af86cfa

Observation b9e2243b-f074-4d84-9df5-f3f6c5516f31 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.596320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:31.852738Z digest=sha256:d4438cbf4f9b8b47dbc22a5ddeb9a3b09c6a81ac3be4fe8a18a74ade91898637

Observation a4f8daab-b855-47e3-a62f-a76969553b9d · outbound

This paper cites GPT-4 Technical Report.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs GPT-4 Technical Report

Reference 55

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no resolver link, observed 2026-08-07T11:10:31.952033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:31.952033Z digest=sha256:a9581e212eae45bcb79f0c911379cefbd5f1d1dd5c240176209c3123f91326ee

Observation 5cce1f86-dc76-4c07-9735-5c24990f59cb · outbound

This paper cites An Empirical Study of the Non-determinism of ChatGPT in Code Generation.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs An Empirical Study of the Non-determinism of ChatGPT in Code Generation

Reference 56

Resolution
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no resolver link, observed 2026-08-07T11:10:32.049198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:32.049198Z digest=sha256:e86157c5b3cd98ff21ca6a190f5bdc33d454fa5d1041c639f492958baabfc08e

Observation 526531a4-d97b-4017-9d90-faf6de1d0a4c · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 57

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T11:10:34.852678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.121158Z digest=sha256:21611bd62dddbecb8ace58889f384c712d9c891730da569f74077746346478ae

Observation 4808a4cf-6b7f-41a9-88b8-7721894b18e8 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 58

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no resolver link, observed 2026-08-07T11:10:32.188105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:32.188105Z digest=sha256:734052d013b714fdaaa091735160576feaeea65ff30cc23314ac3c9fb69b22db

Observation 230a20e5-85bd-430a-abf9-fe83b30bc5f5 · outbound

This paper cites 2002.Flexibility and efficiency enhancements for constrained global design optimization with kriging approximations.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs 2002.Flexibility and efficiency enhancements for constrained global design optimization with kriging approximations

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:10:35.586997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.271298Z digest=sha256:731f8c0efdd77881430694de7f8a806147da28c4fc0efdc656fae0bdfa9a8fe8

Observation 50b6e843-7894-43e5-9d20-d66bf2b03168 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.577690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.365586Z digest=sha256:df995cf4f44a0277c728e573be9257c7e47d8c78bc108658bf75b3d3c89be803

Observation 758a5c03-a374-49bf-96c0-9153de2cd467 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 61

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unresolved
raw_fallback, observed 2026-08-07T11:10:35.568502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.455704Z digest=sha256:6dcfba30833613a9c8ccb15f478b0c9cf85d7dc0b72c281eb8d4b1cf8da3e03a

Observation cf202d36-8282-46d3-b233-29abc441e5a7 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.558482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.520563Z digest=sha256:586ecfde2cc1c303f36f26e5f4c1ede38c677cf2aac9eaa729cced5d034195d6

Observation 20663d91-a111-4ba5-91b4-d3ed63fa4e08 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 63

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:32.598288Z digest=sha256:663815f89dc17e60dea337d4987c9484e93109cfa9a170e7b5425b760d54600b

Observation fa73f13d-218e-47da-9f19-623a9821f23b · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.542254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.660887Z digest=sha256:74146ed193c7edf99c8dbfedcf9a92a5e6aff9ea376581b884b88eae0fe63557

Observation d1954608-c440-47bf-856e-ce48c618591a · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.531866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.744156Z digest=sha256:ce7fe937e3f8a9614a46a8edf5fc9b1b823d78ff100489f2c9c72cec9ab74281

Observation de1b57db-e0a6-48fa-b488-3dbe2bad5e4f · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.522715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.849983Z digest=sha256:3e09af9ce693c824da0e449a73aafb950b0474a40a5d875402419d94a9b7145c

Observation 3a5ae452-1a3c-419e-afd5-be939e057e8e · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.513288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:32.942188Z digest=sha256:a06a78884db3c58830ea86552fcf1f6c11054298eee7580ab8cb996202513425

Observation 0bfb3912-df8c-4403-b98e-c69e308dd5fc · outbound

This paper cites NeuRecover: Regression-Controlled Repair of Deep Neural Networks with Training History.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs NeuRecover: Regression-Controlled Repair of Deep Neural Networks with Training History

Reference 68

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:10:34.784933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:33.013695Z digest=sha256:df975959d39dd4c94420ee8317378ad8588f70b00482081c68582a0d3a72361f

Observation ea060f69-3f2a-45eb-9a05-e4b652af5422 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.502088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:33.085187Z digest=sha256:44b121e198bb7796f78640ffb14d545a7b85b817b17832b6d6ba6830dd29c01e

Observation 161b5966-abab-45ea-8dc1-7f5a958cf334 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-07T11:10:33.169941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:33.169941Z digest=sha256:fbde09baeae6ecbf1553ffbb7c95269fce540560dc6399c2b75a05b1c3ab115d

Observation 3f21595c-dc29-4263-aa9e-26d858211f2d · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.486170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:33.257903Z digest=sha256:b27e17eec1b420d0c07173062462af225af15da3a5a1796e5844462db6b9a215

Observation 92d42978-1ba6-4746-a6c3-defbc70ff208 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.476881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:33.342960Z digest=sha256:c4c80378d62ed591535873abddc09ccc9435860dd171b4c6528520f7667e1051

Observation bdcc60c8-f5bf-41a2-95f5-79c220f09fee · outbound

This paper cites Wardat, W.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Wardat, W

Reference 73

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unresolved
no resolver link, observed 2026-08-07T11:10:33.425751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:33.425751Z digest=sha256:4e00bb290e5fb1e780dd4d39c914f9f37cfd5507ed6b56d59dbac3de47797d25

Observation de961329-0469-457f-ac86-ab8049fcf549 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-07T11:10:33.550671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:33.550671Z digest=sha256:e510c2814d7956b1e445e55fc8e435725ae56cad5028c38d50d2e12aab0c5704

Observation 7554543c-7555-42ad-9bef-2e8afe28c834 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.466887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T11:10:33.714737Z digest=sha256:a7cdbab07c2e3d84f50bfb2629919c568e1d5971985921f77a96fbd18b29b211

Observation 85f2c0d2-c37a-4dbc-93c5-22a7230e6cd6 · outbound

This paper cites Large Language Models in Fault Localisation.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Large Language Models in Fault Localisation

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-07T11:10:33.881212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:33.881212Z digest=sha256:cca2e70839b83a997451404d483c3d673ad172a466d78af36829fa7189c62b20

Observation 49b0cb0e-b3a0-475b-97f2-bce0e2cdb804 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-07T11:10:34.005398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:34.005398Z digest=sha256:a0a2a44bc276a610009a73292c65902c9294f5d803ec0a42b2c9674a67d04383

Observation 8f278df5-6bb9-4468-96a5-a4037c7ac4d5 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-07T11:10:34.107816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:10:34.107816Z digest=sha256:835c102ed7c513d6e4a4696b2af907cc3a276e4c8cf5da82cb8324599a755463

Observation 379c0dd0-5809-4618-9632-438316ff3c93 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.443220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 3bf14c57-403f-4af8-a570-a497373b0751 · outbound

This paper cites Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search

Reference 80

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unresolved
no resolver link, observed 2026-08-07T11:10:34.338092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9c3d25aa-856e-46c6-bab2-d107c3958d06 · outbound

This paper cites Zhang and W.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Zhang and W

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:10:35.432258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation ccd8d2f0-d258-4764-8a24-b7b5b775518b · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-07T11:10:34.357569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7f2eeb8b-369c-40f7-b7f7-422e70f80fb5 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-07T11:10:34.360936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b582b2c0-f02e-4865-9e7e-b1942f150ef1 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:10:35.421902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Observation 3b66856d-adc3-48d2-96ab-93be51f1d3b2 · outbound

This paper cites an unresolved cited work.

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs Unresolved cited work

Reference 85

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 297f7e80-56a1-43f6-832c-84a9033fb332 · outbound

This paper cites In2018 IEEE 29th International Symposium on Software Reliability Engineering (ISSRE).

Fault Localisation and Repair for DL Systems: An Empirical Study with LLMs In2018 IEEE 29th International Symposium on Software Reliability Engineering (ISSRE)

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:10:35.635511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

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Pith citing papers

No inbound Pith citation observations are available.