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Paper Citation Record · LEDGER

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions

As of 20 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2501.02170.

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

pith.paper-citation-record.v1
2501.02170 v1

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:17:14.057398Z

measured 75 of 75 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

75 of 75 outbound references displayed

  • verified exact0
  • verified fuzzy70
  • unresolved4
  • parse uncertain1
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 03121138-a0d4-4bed-854a-e7f83178eb81 · outbound

This paper cites Hugging Face – The AI community building the future.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Hugging Face – The AI community building the future

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 5fee2b0e-72a5-4899-a743-c5278a69a858 · outbound

This paper cites Codefill: Multi-token code completion by jointly learning from structure and naming sequences,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Codefill: Multi-token code completion by jointly learning from structure and naming sequences,

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 5b38194f-eb9e-4683-9b57-51805917ccf3 · outbound

This paper cites Code prediction by feeding trees to transformers,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Code prediction by feeding trees to transformers,

Reference 3

Resolution
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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.

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Observation b9a4b284-3063-40d7-8d47-f0d50e3a8349 · outbound

This paper cites Fast and memory-efficient neural code completion,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Fast and memory-efficient neural code completion,

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 9b919b3a-2d2d-417a-8a78-66d4eece0813 · outbound

This paper cites M2ts: Multi-scale multi-modal approach based on transformer for source code summarization,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions M2ts: Multi-scale multi-modal approach based on transformer for source code summarization,

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 26c2ff71-0693-4226-9f3d-c0fc17c55e64 · outbound

This paper cites Evaluating large language models trained on code,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Evaluating large language models trained on code,

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 82f213ce-91bd-46ad-b33c-1de734a7213b · outbound

This paper cites An empirical study of pre-trained model reuse in the hugging face deep learning model registry,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions An empirical study of pre-trained model reuse in the hugging face deep learning model registry,

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 84fdbbe2-81e3-4445-95e9-6557889fa771 · outbound

This paper cites Enhancing the interoperability between deep learning frameworks by model conversion,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Enhancing the interoperability between deep learning frameworks by model conversion,

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation e99e093e-52a0-4471-9cdc-22d79ea583c6 · outbound

This paper cites How to make hugging face to hug worms: Discovering and exploiting unsafe pickle.loads over pre-trained large model hubs,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions How to make hugging face to hug worms: Discovering and exploiting unsafe pickle.loads over pre-trained large model hubs,

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 69bdf519-6331-4c45-8cd9-2413a80c4da6 · outbound

This paper cites An empirical study of artifacts and security risks in the pre-trained model supply chain,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions An empirical study of artifacts and security risks in the pre-trained model supply chain,

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 801519e2-177f-4120-9f2a-79b5d730e207 · outbound

This paper cites Pain pickle: Bypassing python restricted unpickler for automatic exploit generation,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Pain pickle: Bypassing python restricted unpickler for automatic exploit generation,

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 22c962a7-935d-4116-92d2-bc3f2fc6f19f · outbound

This paper cites Sour pickles: Shellcoding in python’s serialisation for- mat, 2011.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Sour pickles: Shellcoding in python’s serialisation for- mat, 2011

Reference 12

Resolution
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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.

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Observation fdae5855-9e85-4d86-a805-f525f2f2ef87 · outbound

This paper cites Safetensors — huggingface.co,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Safetensors — huggingface.co,

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation e7cf7f34-8fcc-4240-baec-4ce0d5bf744f · outbound

This paper cites Eleutherai, hugging face safetensors library. security assessment.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Eleutherai, hugging face safetensors library. security assessment

Reference 14

Resolution
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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.

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Observation 0484b00b-8c75-4058-b874-639befa91140 · outbound

This paper cites Convert to Safetensors - a Hugging Face Space by safetensors.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Convert to Safetensors - a Hugging Face Space by safetensors

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 7de80d4a-defe-43f6-bf56-9d3479b2fbc3 · outbound

This paper cites A Large-Scale Exploit Instrumentation Study of AI/ML Supply Chain Attacks in Hugging Face Models.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions A Large-Scale Exploit Instrumentation Study of AI/ML Supply Chain Attacks in Hugging Face Models

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5c6d0492-02d1-4c6f-9406-24c0dc9246fd · outbound

This paper cites Anonymous Github — anonymous.4open.science.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Anonymous Github — anonymous.4open.science

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation f4c2dac1-843a-42aa-a424-b53ef8f3ccf3 · outbound

This paper cites Object serialization analysis and comparison in java and .net,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Object serialization analysis and comparison in java and .net,

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 70d292ad-95a2-44c0-840d-fb2b3fa30f8b · outbound

This paper cites Seneca: Taint-based call graph construction for java object deserialization,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Seneca: Taint-based call graph construction for java object deserialization,

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 60dcca40-9f4d-4fc0-8816-9ea1a7790c1c · outbound

This paper cites Salsa: static analysis of serialization features,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Salsa: static analysis of serialization features,

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation c620d1b2-d443-4ecd-8383-1bd1781ba08b · outbound

This paper cites Serialization-aware call graph construction,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Serialization-aware call graph construction,

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 580d930d-1efa-4af4-91c3-5935edf2df57 · outbound

This paper cites Serialization in object- oriented programming languages,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Serialization in object- oriented programming languages,

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation adbea920-2f21-49b0-a445-90ee3a492a47 · outbound

This paper cites The top programming languages 2024,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions The top programming languages 2024,

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 9958184c-8e56-4ec3-af74-9eac29644fc8 · outbound

This paper cites Safetensors Releases.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Safetensors Releases

Reference 24

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation e5f51e7d-1f7f-461a-a1f8-4e5047a1b80a · outbound

This paper cites Repositories.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Repositories

Reference 25

Resolution
verified fuzzy
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Source-reported events for the cited work

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

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Observation 202be781-d890-4016-bf9d-4e5d90a633c0 · outbound

This paper cites HfApi Client,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions HfApi Client,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.677045Z

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.

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Observation 6798eca7-20d0-41d5-bebd-3ee5b0201a68 · outbound

This paper cites Hub API Endpoints,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Hub API Endpoints,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.664489Z

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.

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Observation a066d85e-e28d-42eb-95c6-b6b69ae9dea5 · outbound

This paper cites numpy.lib.format 2014; NumPy v2.0 Manual — numpy.org.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions numpy.lib.format 2014; NumPy v2.0 Manual — numpy.org

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.652500Z

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.

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Observation 436662b8-1a2c-44da-881f-acfb6054a95a · outbound

This paper cites Hdf5, hierarchical data format, version 5.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Hdf5, hierarchical data format, version 5

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.641773Z

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.

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Observation 91457670-84ed-47d8-9509-d0a6d1b65625 · outbound

This paper cites safetensors/conversions · Datasets at Hugging Face.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions safetensors/conversions · Datasets at Hugging Face

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.630092Z

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.

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Observation a6db487f-3c99-48c4-9079-0ec5c0bdfba1 · outbound

This paper cites SFconvertbot (Safetensors convertbot).

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions SFconvertbot (Safetensors convertbot)

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.619007Z

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.

source=pdf_text observed=2026-08-10T22:17:13.890626Z digest=sha256:55c4d0c4615458dd0599888adc6d6110e64b2cce8784dc8228ac915b279bba31

Observation 0eb49c3d-c10b-421c-95bf-37570e7a199a · outbound

This paper cites SFconvertbot (Safetensors convertbot).

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions SFconvertbot (Safetensors convertbot)

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.605957Z

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.

source=pdf_text observed=2026-08-10T22:17:13.894246Z digest=sha256:32c9641b533e81c75af425d225fed751ed43e0687778e39c2e68a76cf5b12fc0

Observation 689321a0-193c-4fa0-9ea5-70b4149ca3bb · outbound

This paper cites Stack exchange api.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Stack exchange api

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.594043Z

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.

source=pdf_text observed=2026-08-10T22:17:13.897965Z digest=sha256:d95e6e513c1e72f52420fb218091bde8c7e7f3351571baa38a9d0c45b57a766c

Observation 929c79ab-130c-4bbe-afdf-657485c80118 · outbound

This paper cites Github rest api documentation.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Github rest api documentation

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.582748Z

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.

source=pdf_text observed=2026-08-10T22:17:13.901922Z digest=sha256:cc9b5febc715662fb14cee3cac92d4fff80cc2ae56a70a81353935855d47323e

Observation 6cb4eff2-cdf4-432d-a498-563e46e47e15 · outbound

This paper cites Safetensors Convert Discussions.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Safetensors Convert Discussions

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.571106Z

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.

source=pdf_text observed=2026-08-10T22:17:13.905845Z digest=sha256:91230ace554ed3ad2d1699f75ac6ab2e3b011b02e7f3ab2716fb54a270d86d9d

Observation 3907aead-b188-477e-82ba-d7429fd82ead · outbound

This paper cites A statistical interpretation of term specificity and its application in retrieval,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions A statistical interpretation of term specificity and its application in retrieval,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.558687Z

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.

source=pdf_text observed=2026-08-10T22:17:13.909338Z digest=sha256:ea05d92490b6369b9c47e1070dc6db170ff3219c3e86c444469566f8adf5480a

Observation 393c6df3-3349-484c-af90-875fbd643af9 · outbound

This paper cites Glaser and A.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Glaser and A

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.546281Z

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.

source=pdf_text observed=2026-08-10T22:17:13.913061Z digest=sha256:7bb43472077854d86438bca6f30f6f96637f6dc748e8ecd922ec46c8023e4d58

Observation de529e40-e37c-4ff3-8164-4dfe4913deaa · outbound

This paper cites Glaser, Emergence Vs F orcing: Basics of Grounded Theory Analysis.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Glaser, Emergence Vs F orcing: Basics of Grounded Theory Analysis

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.533600Z

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.

source=pdf_text observed=2026-08-10T22:17:13.916863Z digest=sha256:6a24dcd208d8458f8350ac64baeac69b95e3ba6042e6cddef928f6d698999d2b

Observation 1d89a671-4474-4721-adb3-424b5dc77859 · outbound

This paper cites Interrater reliability: The kappa statistic,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Interrater reliability: The kappa statistic,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.522251Z

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.

source=pdf_text observed=2026-08-10T22:17:13.920696Z digest=sha256:86b4f142a9204cb3ceb8e888d3756363f33ed5b40d78453dd28adc7ec216f707

Observation 664eaded-9785-4577-a58c-67c6e7424852 · outbound

This paper cites Hijacking safetensors conversion on hugging face — hid- denlayer,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Hijacking safetensors conversion on hugging face — hid- denlayer,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.511420Z

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.

source=pdf_text observed=2026-08-10T22:17:13.924231Z digest=sha256:1da1992ff206d69436a5a9374774a7927002994e48e62847dfba8ddfea2978de

Observation 026a627a-d758-483f-ab98-7a1fc5b5f9b0 · outbound

This paper cites State of competitive machine learning in 2022,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions State of competitive machine learning in 2022,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.500567Z

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.

source=pdf_text observed=2026-08-10T22:17:13.928002Z digest=sha256:9199e34568c1a7593dc7297e6d7a3a00eb47c601365cae70ee41c10e6f660aaf

Observation 6146738f-54c6-4932-b78a-96c719474be7 · outbound

This paper cites Onnx news.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Onnx news

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.489392Z

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.

source=pdf_text observed=2026-08-10T22:17:13.932023Z digest=sha256:e0be0f6e01316d0fa253f5d2e41bfd3a7253d3ba9e563413de8b4f31042bb33c

Observation d196ea44-8986-42ce-8974-98fb6bebe755 · outbound

This paper cites Serialize JAX, Flax, Haiku, or Objax model params with safetensors.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Serialize JAX, Flax, Haiku, or Objax model params with safetensors

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.476904Z

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.

source=pdf_text observed=2026-08-10T22:17:13.935862Z digest=sha256:8c7c2ce9976ed3904f951969d9898a3919b4e9bd85dc83a94d694e2a6e37f244

Observation 950eb4b1-99e4-46e8-8a49-9fc0a411b74c · outbound

This paper cites Flax: A neural network library and ecosystem for JAX designed for flexibility.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Flax: A neural network library and ecosystem for JAX designed for flexibility

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.466008Z

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.

source=pdf_text observed=2026-08-10T22:17:13.939598Z digest=sha256:ce02eb2543eee6b7db81fa0c3b7e59d66157661fac7c23d749d5183909834df8

Observation 1301fa5f-1e10-4172-b855-6059ece64572 · outbound

This paper cites compressed-tensors,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions compressed-tensors,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.453768Z

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.

source=pdf_text observed=2026-08-10T22:17:13.943410Z digest=sha256:1db3681a1f5c1f9a158c02c71b630f451c31a2806703f85add573d8f52c6c7bd

Observation 942e703d-4ac5-4e1a-9afe-b11573bd8cdd · outbound

This paper cites an unresolved cited work.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:17:14.442383Z

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.

source=pdf_text observed=2026-08-10T22:17:13.947518Z digest=sha256:d6b519a280e113a09068cdc1770b40c0704f0c9dd8f92d0fb4c7e5bb5aa884c3

Observation f5d8d32a-847e-48ad-9d17-267de0ba76da · outbound

This paper cites an unresolved cited work.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:17:14.419572Z

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.

source=pdf_text observed=2026-08-10T22:17:13.955176Z digest=sha256:d37e154cd975e60cee37c4d090037583159141b1177b5a8e52c4246abeead6c9

Observation 2d5387ba-296f-42fb-a9c6-6ccd0ad39cf3 · outbound

This paper cites A hybrid analysis to detect java serialisation vulnerabilities,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions A hybrid analysis to detect java serialisation vulnerabilities,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.408039Z

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.

source=pdf_text observed=2026-08-10T22:17:13.959225Z digest=sha256:f8a901d44d4406844e9984a61ddcda52e4b07b0a57f4fafa513c042fc329dbc5

Observation 031b4448-d4d7-4b04-93dc-cc3f7efa6e1b · outbound

This paper cites An in-depth study of more than ten years of java exploitation,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions An in-depth study of more than ten years of java exploitation,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.396815Z

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.

source=pdf_text observed=2026-08-10T22:17:13.963775Z digest=sha256:5c01985b9fb0fc4f376bbf51bd0393a5507c7e8eb8ea6f3eaf5d39662d063956

Observation 75ef0f41-944b-4d54-95a8-3e07921719fc · outbound

This paper cites Automated discovery of deserialization gadget chains,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Automated discovery of deserialization gadget chains,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.385295Z

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.

source=pdf_text observed=2026-08-10T22:17:13.967684Z digest=sha256:6fba0c2c6e77a29b4730a59898071f3b932a3da030dffc8ff7834c0fa05fbc30

Observation a8c11112-1d3b-41f2-bc19-11e360c662e0 · outbound

This paper cites Evil pickles: Dos attacks based on object-graph engineering,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Evil pickles: Dos attacks based on object-graph engineering,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.374201Z

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.

source=pdf_text observed=2026-08-10T22:17:13.971307Z digest=sha256:3f63a9aa26da06e51c6ce8c44ace1ed27bc6e2eddc9958b6d026f5295da0c5c5

Observation 3a40d5a2-fa3a-4078-b96b-3e5621214e9d · outbound

This paper cites Object injection vulnerability discovery based on latent semantic indexing,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Object injection vulnerability discovery based on latent semantic indexing,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.363401Z

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.

source=pdf_text observed=2026-08-10T22:17:13.974998Z digest=sha256:1001e95f50c9c2af6c41de9b692f26e0b4a9b0bf7aae0f37fd0a3beed515d0e9

Observation db350412-273f-484c-a794-d4e9eef6a665 · outbound

This paper cites Objectmap: detecting insecure object deserialization,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Objectmap: detecting insecure object deserialization,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.351850Z

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.

source=pdf_text observed=2026-08-10T22:17:13.978948Z digest=sha256:b179dd633ae0e557f94fe2c9a3ffa9acda6788a3273a35e2e8bec41236bbc215

Observation 73fe93e8-f35a-47e9-9cc6-6ff1b7583c59 · outbound

This paper cites One class to rule them all 0-day deserialization vulnerabilities in android,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions One class to rule them all 0-day deserialization vulnerabilities in android,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.340372Z

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.

source=pdf_text observed=2026-08-10T22:17:13.983365Z digest=sha256:d2facbee608e926c924975412f2f2380e174f067aabe8ceea95d53f2f4c7bdcb

Observation 589debba-51ff-4e6e-b0ed-5cef3d863950 · outbound

This paper cites Pwning your java messaging with deserialization vulnerabilities.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Pwning your java messaging with deserialization vulnerabilities

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.328696Z

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.

source=pdf_text observed=2026-08-10T22:17:13.987447Z digest=sha256:3de4e1e2f9073d1bfbbf0760b8de53fc027104b73880b8b2f253de3a410e1f9f

Observation 5d798d14-2502-4d1c-919d-73a1db12eaa5 · outbound

This paper cites Serialdetector: Principled and practical exploration of object injection vulnerabilities for the web.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Serialdetector: Principled and practical exploration of object injection vulnerabilities for the web

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.316688Z

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.

source=pdf_text observed=2026-08-10T22:17:13.991111Z digest=sha256:7b9456ab47c918163939016dea4166d66d4171cc3e17c7539b288668c885396b

Observation d53a4221-be24-4733-8002-48f4dc8d3899 · outbound

This paper cites Code reuse attacks in php: Automated pop chain generation,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Code reuse attacks in php: Automated pop chain generation,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.304833Z

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.

source=pdf_text observed=2026-08-10T22:17:13.994810Z digest=sha256:f18110e2262be7d18714aced9cb4f7e96d41b2351c89c47a736dac2e03abb164

Observation 0c41493c-9442-492e-a2b7-ecff4923cb39 · outbound

This paper cites Quack: Hindering deserialization attacks via static duck typing,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Quack: Hindering deserialization attacks via static duck typing,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.293553Z

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.

source=pdf_text observed=2026-08-10T22:17:13.999269Z digest=sha256:09fce08cc3a13b581e908d4c8100175800d6317b095d963aba1d96505ca8ceee

Observation c2d2d343-d2c9-427c-8741-8c37c55a80f2 · outbound

This paper cites The evolution of project inter-dependencies in a software ecosystem: The case of apache,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions The evolution of project inter-dependencies in a software ecosystem: The case of apache,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.282244Z

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.

source=pdf_text observed=2026-08-10T22:17:14.003147Z digest=sha256:29a9ccfe75f3437cff0ffc880cbd6f243842ebb4022826274ae3d8b13a5128c3

Observation e5cd5e49-39e2-4a51-97f0-c8059541ae10 · outbound

This paper cites How the apache community upgrades dependencies: an evolutionary study,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions How the apache community upgrades dependencies: an evolutionary study,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.271087Z

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.

source=pdf_text observed=2026-08-10T22:17:14.007017Z digest=sha256:dd552562790a63cb967e9aee1ab090a8a158bc83205cf96d30229a1fc5687140

Observation 15000a8f-98d9-4146-baee-5331968726ed · outbound

This paper cites Data model evolution using object-nosql mappers: folklore or state-of-the-art?,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Data model evolution using object-nosql mappers: folklore or state-of-the-art?,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.259029Z

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.

source=pdf_text observed=2026-08-10T22:17:14.010814Z digest=sha256:fd915ac5c3d481f2531f49394cf2b13896ea38cfee27300ea7a596e00d0801e4

Observation 6a32f7d6-e32b-4702-9dee-7d16436eef31 · outbound

This paper cites A preliminary study of rhythm and speed in the maven ecosystem,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions A preliminary study of rhythm and speed in the maven ecosystem,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.247412Z

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.

source=pdf_text observed=2026-08-10T22:17:14.014782Z digest=sha256:8ed61dc7f3b0f980ae7e55dde2f748637587dc8868c6d113e9f65aa42f03c0ba

Observation bd89030f-67ba-499d-9845-aada544929e8 · outbound

This paper cites Analyzing software repositories to understand software evolution,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Analyzing software repositories to understand software evolution,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.235492Z

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.

source=pdf_text observed=2026-08-10T22:17:14.018570Z digest=sha256:cd6c827723bb716480f01791ef0d7192771fcdb4a1c20258e22af0020b0bc45f

Observation c0a0713e-f643-47b1-8774-c56e2f262c3a · outbound

This paper cites Leveraging large language models for software model completion: Results from industrial and public datasets,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Leveraging large language models for software model completion: Results from industrial and public datasets,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.222321Z

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.

source=pdf_text observed=2026-08-10T22:17:14.022458Z digest=sha256:bf1d0f629439b38a84ad1f27ef62fe012e2ee621650680021fb96e81d5676230

Observation 0561c553-59a1-458f-8ae7-bab99b2ac14d · outbound

This paper cites Security and privacy challenges in deep learning models,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Security and privacy challenges in deep learning models,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.210089Z

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.

source=pdf_text observed=2026-08-10T22:17:14.026223Z digest=sha256:4547e8178ce659333bb6e407eba85be511c28628ebff50f13222793cb847e5a5

Observation d8b8f4c3-0f3e-4e09-908c-e15580dfb294 · outbound

This paper cites Advanced query optimization in sql databases for real-time big data analytics,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Advanced query optimization in sql databases for real-time big data analytics,

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.198354Z

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.

source=pdf_text observed=2026-08-10T22:17:14.030531Z digest=sha256:2ab8afccdf1f3fa74b7c28381dbfed5e8bed66967ab5bbce3e8d8f5325e023e4

Observation b69cea97-0204-4b76-a693-b0bfccd0cae2 · outbound

This paper cites Improving query efficiency in heterogeneous big data environments through advanced query processing techniques,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Improving query efficiency in heterogeneous big data environments through advanced query processing techniques,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.185155Z

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.

source=pdf_text observed=2026-08-10T22:17:14.035240Z digest=sha256:a9144a3ffc4e2d1abaef9fe18e8c10378006c7de8c49aa2fa97e2cc259d836c5

Observation d7a11891-eafa-4619-a6bb-6870b2bec21c · outbound

This paper cites Simtrojan: Stealthy backdoor attack,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Simtrojan: Stealthy backdoor attack,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.171871Z

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.

source=pdf_text observed=2026-08-10T22:17:14.039094Z digest=sha256:92b7c1555a80f82a1dcce86cd50e78e3f80a680c1d198e4a39b3f3f1a9411ea4

Observation d8b25888-eeb7-43f1-9812-3c7cffbdb6c5 · outbound

This paper cites Stealthy backdoor attack for code models,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Stealthy backdoor attack for code models,

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.157950Z

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.

source=pdf_text observed=2026-08-10T22:17:14.042583Z digest=sha256:63fc79f1b23a2ac336b6b6a2df6ba8c95371c534d521123064a9512fc93b4517

Observation 915015c9-1f6e-4551-aa78-add278a56e2c · outbound

This paper cites Deep learning model reuse in the huggingface community: Challenges, benefit and trends,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Deep learning model reuse in the huggingface community: Challenges, benefit and trends,

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.144438Z

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.

source=pdf_text observed=2026-08-10T22:17:14.046419Z digest=sha256:e58cf0a45f0a43f22a884bac421b10523bfdd085563b1e66494444caf59bb9b8

Observation 6e92ef11-b747-40a5-9473-7afceba639a7 · outbound

This paper cites An empirical study on bugs inside pytorch: A replication study,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions An empirical study on bugs inside pytorch: A replication study,

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.130222Z

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.

source=pdf_text observed=2026-08-10T22:17:14.049816Z digest=sha256:06a31ee52ec702231f730e879e53895188537c66e78d71b9113924a70a2fd697

Observation b581312b-bea4-423d-9542-4d1de13dae99 · outbound

This paper cites Guidelines for conducting and reporting case study research in software engineering,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Guidelines for conducting and reporting case study research in software engineering,

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.117903Z

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.

source=pdf_text observed=2026-08-10T22:17:14.053514Z digest=sha256:5674be5d313c8e143e1a0c97e289afa6384aacc402a72c50d6a9ed92b41937b6

Observation 7b74a5a0-2377-497a-be77-6060df22bdec · outbound

This paper cites A coefficient of agreement for nominal scales,.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions A coefficient of agreement for nominal scales,

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T22:17:14.104336Z

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.

source=pdf_text observed=2026-08-10T22:17:14.057398Z digest=sha256:f8a2e16829c73769fe22f8a17f33657196c3a74c68b45e687cc9e82aadc6bf32

Observation 00a04cef-f7a3-4497-9065-b2731e0addbf · outbound

This paper cites an unresolved cited work.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Unresolved cited work

Reference 2023

Resolution
parse uncertain
raw_fallback, observed 2026-08-10T22:17:14.805367Z

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.

source=pdf_text observed=2026-08-10T22:17:13.822323Z digest=sha256:7bc1fdb89d6c70cc1edc408af44e1807f070235fa7e4259e50f4cda55a5fbe92

Observation b7be95ad-564d-4490-95a0-6a3d685ef17f · outbound

This paper cites an unresolved cited work.

An Empirical Study of Safetensors' Usage Trends and Developers' Perceptions Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-10T22:17:14.431658Z

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.

source=pdf_text observed=2026-08-10T22:17:13.951364Z digest=sha256:f4a5dc7ec76c47748a6cfb0081de3518d08f379fe66541553e2ca052a90d1024

Pith citing papers

No inbound Pith citation observations are available.