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Paper Citation Record · LEDGER

Machine Learning Models Have a Supply Chain Problem

As of 8 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2505.22778.

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

pith.paper-citation-record.v1
2505.22778 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:05:25.192234Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

56 of 56 outbound references displayed

  • verified exact0
  • verified fuzzy53
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65291b22-eb57-4a77-85b7-423c34b3bb83 · outbound

This paper cites Zero-knowledge proofs of training for deep neural networks.

Machine Learning Models Have a Supply Chain Problem Zero-knowledge proofs of training for deep neural networks

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:34.586508Z

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.

source=arxiv_source observed=2026-08-07T13:05:19.503174Z digest=sha256:447f59fe44fd82d3d4a75ee79af61a7b3b4335adfe784bd7c5a830d736e762d9

Observation 31dff75f-2d26-478e-b9f3-1c95cba59935 · outbound

This paper cites Croissant: A metadata format for ML -ready datasets.

Machine Learning Models Have a Supply Chain Problem Croissant: A metadata format for ML -ready datasets

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:34.427619Z

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.

source=arxiv_source observed=2026-08-07T13:05:19.592186Z digest=sha256:ce111caf270cfc5eefd9ccdd5b4bc12103f8286b649a1d042ba13576573ee52f

Observation 27a6a57c-2e23-43ac-8e5d-f84be6ffc358 · outbound

This paper cites and Shmatikov, V.

Machine Learning Models Have a Supply Chain Problem and Shmatikov, V

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:34.270595Z

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.

source=arxiv_source observed=2026-08-07T13:05:19.716074Z digest=sha256:8c0fbedc6037cf397a2e1441bc15df76b4458b7a7310478aa2cbda8da9e1880c

Observation 1ad2ffbc-871e-466c-afb4-b2609a12f685 · outbound

This paper cites and Shmatikov, V.

Machine Learning Models Have a Supply Chain Problem and Shmatikov, V

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:34.087033Z

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.

source=arxiv_source observed=2026-08-07T13:05:19.821592Z digest=sha256:3d5b32dad300575735120c4bc80b203f5fee0d2cf695efcb004defb7b6e6755a

Observation a36d3693-8e88-4c3f-b1d0-ae93bb025093 · outbound

This paper cites Unforgeability in stochastic gradient descent.

Machine Learning Models Have a Supply Chain Problem Unforgeability in stochastic gradient descent

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.911810Z

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.

source=arxiv_source observed=2026-08-07T13:05:19.967781Z digest=sha256:3445fe404b403abce4208a559340bcc7473b07e672a8c8e13e232dfe857a17fb

Observation da67f794-dbde-4028-b3f0-3aab9e87a3be · outbound

This paper cites Bytedance intern fired for planting malicious code in AI models, October 2024.

Machine Learning Models Have a Supply Chain Problem Bytedance intern fired for planting malicious code in AI models, October 2024

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.744852Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.066937Z digest=sha256:0e370dcf300923f81710f507c0171cee0c647d9a8c7d2fdfbf82a55e7dafa6c9

Observation 80687c80-90f9-4234-b56c-3b3321fdb9eb · outbound

This paper cites K., Suriyawongkul, A., and Stewart, K.

Machine Learning Models Have a Supply Chain Problem K., Suriyawongkul, A., and Stewart, K

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.568904Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.184444Z digest=sha256:510622cbe3d88aa132d8eeb8cb1cafd7f4971fbc395b5e7966ef9293ebf33734

Observation a288c7a3-d222-4ea5-9bcc-875a5f514d70 · outbound

This paper cites an unresolved cited work.

Machine Learning Models Have a Supply Chain Problem Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:05:33.402492Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.275076Z digest=sha256:438859fe2bd5a94751032f4152a8025c9068fb7e92cb5f0d0c0827a776e6f7bc

Observation 2c0f6390-3093-4443-b07f-293d4842ba91 · outbound

This paper cites The foundation model transparency index v1.1, 2024.

Machine Learning Models Have a Supply Chain Problem The foundation model transparency index v1.1, 2024

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.289161Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.351981Z digest=sha256:811763d2f157a285f97260718eea9dacf76afd7d1cc5f4137261f92c3d3f1cdc

Observation d5b274b8-ec74-428b-b73c-afe098845108 · outbound

This paper cites A., Paleka, D., Pearce, W., Anderson, H., Terzis, A., Thomas, K., and Tramèr, F.

Machine Learning Models Have a Supply Chain Problem A., Paleka, D., Pearce, W., Anderson, H., Terzis, A., Thomas, K., and Tramèr, F

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.145597Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.465758Z digest=sha256:2629a075bc49bcba4d12b206dfd5db9749fcd8c15c830d499a08595c0c411425

Observation 6e98a921-f461-4b2f-9f74-dd06580165c9 · outbound

This paper cites H., Hopkins, A., Ilyas, A., Madry, A., Struckman, I., and Videgaray, L.

Machine Learning Models Have a Supply Chain Problem H., Hopkins, A., Ilyas, A., Madry, A., Struckman, I., and Videgaray, L

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.965184Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.529537Z digest=sha256:8974a60e775b4ad1096d02a743096d5a0e1d349371ab81734a0eb6f2d17cff12

Observation c8e80896-bfa3-4469-ac69-96aba820345f · outbound

This paper cites SEEMless : Secure end-to-end encrypted messaging with less trust.

Machine Learning Models Have a Supply Chain Problem SEEMless : Secure end-to-end encrypted messaging with less trust

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.760330Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.629473Z digest=sha256:e6fc611d01baef87635eecdbe3e76327d3ea0e4cc672fdfdcd40d121fce5a5ac

Observation 1dfbf506-fcc3-4ea8-b0d8-97c2fce53f50 · outbound

This paper cites Tools for verifying neural models' training data.

Machine Learning Models Have a Supply Chain Problem Tools for verifying neural models' training data

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.567089Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.684782Z digest=sha256:d83cc82a72365ad3820afac9b96ff6f693ad7bb8e1b6fc3e55a95118652dcc6f

Observation f86b1e76-30f4-4955-965a-cf20c3aad5ad · outbound

This paper cites Data scientists targeted by malicious Hugging Face ML models with silent backdoor, February 2024.

Machine Learning Models Have a Supply Chain Problem Data scientists targeted by malicious Hugging Face ML models with silent backdoor, February 2024

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.373013Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.794573Z digest=sha256:eb04e41f2404c658ef7f1c074a4ddcb668c674523265f5ca1ce9beedfe89a08c

Observation e5ab8a3e-df79-4a1e-9e4c-dd42e219a68f · outbound

This paper cites A new bill wants to reveal what's really inside AI training data, April 2024.

Machine Learning Models Have a Supply Chain Problem A new bill wants to reveal what's really inside AI training data, April 2024

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.186409Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.870560Z digest=sha256:5393c1ce8d18a0aeeafd69b99c231e7686715bc58eccd425dae9e4e126b4c21f

Observation b0966830-5799-48c0-b922-c61bb957fe2b · outbound

This paper cites Verifiable and provably secure machine unlearning.

Machine Learning Models Have a Supply Chain Problem Verifiable and provably secure machine unlearning

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.024456Z

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.

source=arxiv_source observed=2026-08-07T13:05:20.969214Z digest=sha256:2fa944109561af110175f9e9b483c9a58721b3addfa5015a4b5918f18ecf4984

Observation 75b4492c-5ea8-48e0-b9f0-0ed5d66aaf04 · outbound

This paper cites Supply-chain attacks in machine learning frameworks.

Machine Learning Models Have a Supply Chain Problem Supply-chain attacks in machine learning frameworks

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.819552Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.096782Z digest=sha256:f1e9bf67495a3e5363ad9a63f06f73d913b74e26a64e51480be98ab200b79b96

Observation de603189-0195-4952-b6d4-09b0257dfd7b · outbound

This paper cites Experimenting with zero-knowledge proofs of training.

Machine Learning Models Have a Supply Chain Problem Experimenting with zero-knowledge proofs of training

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.629668Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.144235Z digest=sha256:cf8855d5da6adc17fa8451d4fff6c4a5a550b6a344496d9a1eb3aedff3338073

Observation f1e3b76a-7d25-4765-9b9c-5d1974acc5b7 · outbound

This paper cites W., Wallach, H., Daum \'e III , H., and Crawford, K.

Machine Learning Models Have a Supply Chain Problem W., Wallach, H., Daum \'e III , H., and Crawford, K

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.413353Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.223098Z digest=sha256:74025cde5df87239ee5d6a19e90b21ae347e22a2222283486fe8c86cb17c70e3

Observation ecc40975-857b-4584-a68e-0c97b0fea638 · outbound

This paper cites and Mac, R.

Machine Learning Models Have a Supply Chain Problem and Mac, R

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.266998Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.299891Z digest=sha256:fdd44d06536d3a11b7ecf827bf2e416b1a30f1f80a32ebb9f28e13e68fb139c9

Observation ace20ccc-9ccf-4bf1-8f02-afa9f83eebf0 · outbound

This paper cites Badnets: Identifying vulnerabilities in the machine learning model supply chain.

Machine Learning Models Have a Supply Chain Problem Badnets: Identifying vulnerabilities in the machine learning model supply chain

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.060883Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.432830Z digest=sha256:decc72c9de3bd9967f399fadd4629aa1bba9739a55d31c29f8895ca4cc179e14

Observation 08992bd4-af3f-4bd0-ac73-4637f34968e4 · outbound

This paper cites Hijacking Safetensors conversion on Hugging Face , February 2024.

Machine Learning Models Have a Supply Chain Problem Hijacking Safetensors conversion on Hugging Face , February 2024

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.923853Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.551700Z digest=sha256:ce3126165786f4035dc98f0e8d3fb6ffe91511faefb55af85de794ced0d9b119

Observation a4b475f8-566d-46ca-8e29-d3ae84b5a04b · outbound

This paper cites an unresolved cited work.

Machine Learning Models Have a Supply Chain Problem Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:05:30.755079Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.627107Z digest=sha256:9f816fdac75fc3f6a147f84147619267b0766882c06302da02468b9befaa20b6

Observation edc2e000-032a-4ed1-a1ec-706b27dd7e5c · outbound

This paper cites and Hardouin, J.

Machine Learning Models Have a Supply Chain Problem and Hardouin, J

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.579160Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.729785Z digest=sha256:6aa13ac18c3a1d97458101a17822299525511205f201dbe5a7ba45bf75539ba6

Observation 281e2011-96c5-4b9e-a72d-3e387d56d068 · outbound

This paper cites MCP security notification: Tool poisoning attacks, April 2025.

Machine Learning Models Have a Supply Chain Problem MCP security notification: Tool poisoning attacks, April 2025

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.416511Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.786201Z digest=sha256:51d1da0c2d61a06fb3e77a8ed188424d927cf2f1513a6dfd1d1fb6531ea59c24

Observation d4c6f609-5eb1-46c3-acfc-2ffbd6b6decd · outbound

This paper cites R., Sethi, R., Lu, Y.-H., Thiruvathukal, G.

Machine Learning Models Have a Supply Chain Problem R., Sethi, R., Lu, Y.-H., Thiruvathukal, G

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.236411Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.888247Z digest=sha256:fb28381e8447654f66848a77e0ae9d18ddd3efe87eba7e75cec087064f94f167

Observation 98228e63-94ac-42d7-a83d-fc7c197e9bba · outbound

This paper cites Unveiling AI / ML supply chain attacks: Name squatting organizations on Hugging Face , March 2024.

Machine Learning Models Have a Supply Chain Problem Unveiling AI / ML supply chain attacks: Name squatting organizations on Hugging Face , March 2024

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.109771Z

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.

source=arxiv_source observed=2026-08-07T13:05:21.982662Z digest=sha256:f476ca7b920c5a9d3042d6a6a2f0bcd466b896d072b14919540426e55caf771c

Observation 47d3ce53-4ce2-4672-a49d-ffe8b77ba6e0 · outbound

This paper cites Weight poisoning attacks on pretrained models.

Machine Learning Models Have a Supply Chain Problem Weight poisoning attacks on pretrained models

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.929872Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.076762Z digest=sha256:917b90473c64f360aa574fefada21f1dabf950d3d63b6e26aababd6e168c1aa4

Observation 74d66b0f-7296-4a1b-a073-5cea47cdc737 · outbound

This paper cites Architectural neural backdoors from first principles.

Machine Learning Models Have a Supply Chain Problem Architectural neural backdoors from first principles

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.769108Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.157684Z digest=sha256:a4d05a468d62359ca7af250c4316b4f25dcf5027bcbedd043011248a93c97b41

Observation 5c83857e-4bd6-44a5-ab7e-4c1dbe90a307 · outbound

This paper cites +1500 Hugging Face API tokens were exposed, leaving millions of Meta - Llama , Bloom , and Pythia users vulnerable, December 2023.

Machine Learning Models Have a Supply Chain Problem +1500 Hugging Face API tokens were exposed, leaving millions of Meta - Llama , Bloom , and Pythia users vulnerable, December 2023

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.620426Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.253429Z digest=sha256:82d117aab9c85424c0e04fe10998c955468db7d3dd9a2efb305adef6e8a33cf2

Observation a7a5f594-ca35-413a-b70a-8ece3aacf3db · outbound

This paper cites and Lewi, K.

Machine Learning Models Have a Supply Chain Problem and Lewi, K

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.460935Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.386995Z digest=sha256:74cc38ca5a71d758429a6a84f464a76be59c643e61fedac509f9374830ceb46c

Observation d2c29250-4f4f-4488-948d-79d017c34e6f · outbound

This paper cites Data authenticity, consent, & provenance for AI are all broken: what will it take to fix them? In Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.

Machine Learning Models Have a Supply Chain Problem Data authenticity, consent, & provenance for AI are all broken: what will it take to fix them? In Proceedings of the 41st International Conference on Machine Learning (ICML), 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.349392Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.442553Z digest=sha256:f0c633f3d06ea886058006ca0ad6d2f88bebf1fc46fc9c9d6245179527a14499

Observation ba97af79-7555-40cc-ab62-1d412d616cc6 · outbound

This paper cites S., Corry, F., Sridharan, H., Ananny, M., Schultz, J., and Crawford, K.

Machine Learning Models Have a Supply Chain Problem S., Corry, F., Sridharan, H., Ananny, M., Schultz, J., and Crawford, K

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.199848Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.538164Z digest=sha256:9bb7b636f8cbeacf57195be3901e12dd68f592bee828f7481be861cd8a577786

Observation 7d7a3223-d5f3-4f7a-b907-9cbf4c2e7c13 · outbound

This paper cites Parakeet: Practical key transparency for end-to-end encrypted messaging.

Machine Learning Models Have a Supply Chain Problem Parakeet: Practical key transparency for end-to-end encrypted messaging

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.070572Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.631970Z digest=sha256:2a0ef3d30347cedea8b8489a808945a8701bd79459f77a330f39fdd09343bbfd

Observation 0b3bf971-a8fb-4006-9a74-0613769f4113 · outbound

This paper cites Model files are invisible viruses, January 2024.

Machine Learning Models Have a Supply Chain Problem Model files are invisible viruses, January 2024

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.934474Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.698796Z digest=sha256:7b4578cc6903c451b069903d692c690886b5cedf0d2be959ac7e8a3bf7439c9a

Observation 5626fede-1e33-4bc8-856c-674eed918309 · outbound

This paper cites S., Blankstein, A., Bonneau, J., Felten, E.

Machine Learning Models Have a Supply Chain Problem S., Blankstein, A., Bonneau, J., Felten, E

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.773721Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.795276Z digest=sha256:7d15532b2391d781543f72ca048103eae1517663d62e94a2ced087f59a095670

Observation 7ede7d69-edab-441e-bd11-45547d4e1c1b · outbound

This paper cites Exploiting ML models with pickle file attacks: Part 1, June 2024.

Machine Learning Models Have a Supply Chain Problem Exploiting ML models with pickle file attacks: Part 1, June 2024

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.627026Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.870171Z digest=sha256:5b28cbc096182b85ee4108bec1e3a76098f9bffb4c8203ce0cb17d4ae5c44df2

Observation 1f53e3b8-44f2-491e-a781-1b46ef849562 · outbound

This paper cites D., and Gebru, T.

Machine Learning Models Have a Supply Chain Problem D., and Gebru, T

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.437481Z

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.

source=arxiv_source observed=2026-08-07T13:05:22.926324Z digest=sha256:031701f97fee771a64bbb7c2e654e6f46c34050ed3578c6d61ccc3899c9c12cc

Observation fa827da4-6893-43c2-803d-06878c60a6ec · outbound

This paper cites and Kapoor, S.

Machine Learning Models Have a Supply Chain Problem and Kapoor, S

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.285734Z

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.

source=arxiv_source observed=2026-08-07T13:05:23.028945Z digest=sha256:29540ba6ab376105851ea40cdf884bca55208ac879c2f231e80fca62d8289b56

Observation 66b673a8-c8b7-4136-90f8-54e586e087c2 · outbound

This paper cites an unresolved cited work.

Machine Learning Models Have a Supply Chain Problem Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:05:28.152188Z

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.

source=arxiv_source observed=2026-08-07T13:05:23.180913Z digest=sha256:b4fd88c1284761cb83b47e43299af0adf6401e6acdd7fcf7d9dc5a58832f5c7d

Observation 7f6fd2d1-2f21-4ad8-802d-7c5f26e00092 · outbound

This paper cites S., and Torres-Arias, S.

Machine Learning Models Have a Supply Chain Problem S., and Torres-Arias, S

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.975033Z

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.

source=arxiv_source observed=2026-08-07T13:05:23.307362Z digest=sha256:94130b3c7ea5fcfaa292ee492e0f9c172c82c78fd8ff6068c8f4de5d6c53f6cc

Observation e587b5c6-53e0-48ac-ac32-4c3b6f4124f8 · outbound

This paper cites Data cards: Purposeful and transparent dataset documentation for responsible AI.

Machine Learning Models Have a Supply Chain Problem Data cards: Purposeful and transparent dataset documentation for responsible AI

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.787033Z

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.

source=arxiv_source observed=2026-08-07T13:05:23.404610Z digest=sha256:94e94ad85f1dec868b158ea04910cbd3ad370ddc786af5a554458febdccd6ab1

Observation 493779a3-af59-46c0-96b2-c511b73902d5 · outbound

This paper cites R., Kalu, K.

Machine Learning Models Have a Supply Chain Problem R., Kalu, K

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.643204Z

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.

source=arxiv_source observed=2026-08-07T13:05:23.531895Z digest=sha256:53604c03cf280a06422cb65fee2975f12867cdf2fabbb4dff5d2eac4efa02295

Observation 0c28a514-f690-473d-8384-a79cdcc909a8 · outbound

This paper cites S., Tan, G., Cebere, T.

Machine Learning Models Have a Supply Chain Problem S., Tan, G., Cebere, T

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.448297Z

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.

source=arxiv_source observed=2026-08-07T13:05:23.638514Z digest=sha256:79c36c2f265b09f1882743751c495d2f6f38d9aeb29a34e8447106294a149828

Observation 00cc9a32-a523-4d30-a908-b6dfe2070e70 · outbound

This paper cites A., and Anderson, R.

Machine Learning Models Have a Supply Chain Problem A., and Anderson, R

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.264584Z

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.

source=arxiv_source observed=2026-08-07T13:05:23.770041Z digest=sha256:d5e18cd3422fb1b591ea75df4ee5f14e5006ac67f20c95ade84ee3db00cf5d2d

Observation 12735111-20d5-44e6-844f-8cfb90790e66 · outbound

This paper cites Playing with fire – how we executed a critical supply chain attack on PyTorch , January 2024.

Machine Learning Models Have a Supply Chain Problem Playing with fire – how we executed a critical supply chain attack on PyTorch , January 2024

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.075062Z

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.

source=arxiv_source observed=2026-08-07T13:05:23.896946Z digest=sha256:66b75366ca38d633b280d3790543225c85a3e50706bac266ca97f98225e68b76

Observation 1a660413-3b2f-43e1-a2e3-9b1aef3d0e99 · outbound

This paper cites Removing PGP from PyPI , May 2023.

Machine Learning Models Have a Supply Chain Problem Removing PGP from PyPI , May 2023

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.887409Z

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.

source=arxiv_source observed=2026-08-07T13:05:24.036814Z digest=sha256:511ca7a3f86c110cfb43164243458e2e138797bed98072309760618ed7bd6de1

Observation e1a232ff-a65f-4f27-aeaa-1d4a18df7300 · outbound

This paper cites Founding zero-knowledge proofs of training on optimum vicinity.

Machine Learning Models Have a Supply Chain Problem Founding zero-knowledge proofs of training on optimum vicinity

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.688779Z

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.

source=arxiv_source observed=2026-08-07T13:05:24.179024Z digest=sha256:5bc43313d56d38a5236f0fbfdd2f2581ed06465be3a5693067a409f3648531b4

Observation f9d1c953-1727-4371-b645-24e98a32f7c8 · outbound

This paper cites An exploratory study of deep learning supply chain.

Machine Learning Models Have a Supply Chain Problem An exploratory study of deep learning supply chain

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.503202Z

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.

source=arxiv_source observed=2026-08-07T13:05:24.323489Z digest=sha256:2a62cc748da07307aa1c05794213781db5d987bb9349939d200b020cfd183b9b

Observation b3450a86-f31f-4907-a2cb-3baa6b76f1a2 · outbound

This paper cites Using TensorFlow securely.

Machine Learning Models Have a Supply Chain Problem Using TensorFlow securely

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.328242Z

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.

source=arxiv_source observed=2026-08-07T13:05:24.475248Z digest=sha256:607e898fd3cf035195446357e2e18ab786d66ecf54a47e0aed36abd72bf79dfe

Observation 147d2f6c-4cc0-4a71-a74d-4e71b045c3dc · outbound

This paper cites AI act, 2024.

Machine Learning Models Have a Supply Chain Problem AI act, 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.180343Z

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.

source=arxiv_source observed=2026-08-07T13:05:24.624574Z digest=sha256:2c91f39c934c790705096176620fb59bbc413d4048f265b875a92a625a9cd9ca

Observation 37c2f527-50fc-4f0a-9d2a-fc2a13c35dc7 · outbound

This paper cites https://pytorch.org/blog/compromised-nightly-dependency/.

Machine Learning Models Have a Supply Chain Problem https://pytorch.org/blog/compromised-nightly-dependency/

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.973829Z

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.

source=arxiv_source observed=2026-08-07T13:05:24.723910Z digest=sha256:1530307ccf8edfd0bdc51e3478347b9eb91e7bcfae04464b3b01193943eedb4c

Observation 47d0e76c-7e05-467e-a78d-7a0338682be3 · outbound

This paper cites Getty Images sues AI art generator Stable Diffusion in the US for copyright infringement , February 2023.

Machine Learning Models Have a Supply Chain Problem Getty Images sues AI art generator Stable Diffusion in the US for copyright infringement , February 2023

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.740839Z

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.

source=arxiv_source observed=2026-08-07T13:05:24.876605Z digest=sha256:812531aef2369b81af8a12c2689bfd703772f739a1da45f1fa257b40a93fb5fc

Observation cf3466ba-798f-42e8-aea3-23b65001962b · outbound

This paper cites EvilModel : Hiding malware inside of neural network models.

Machine Learning Models Have a Supply Chain Problem EvilModel : Hiding malware inside of neural network models

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.570951Z

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.

source=arxiv_source observed=2026-08-07T13:05:25.003270Z digest=sha256:68cf6e9246c6a20a2f29c16dd4f280c7ba9fc457a253b4106e6583a2f89bcb02

Observation 12166a20-5a0e-4a36-a317-17d80b942551 · outbound

This paper cites How a 2011 hack you’ve never heard of changed the Internet 's infrastructure, December 2016.

Machine Learning Models Have a Supply Chain Problem How a 2011 hack you’ve never heard of changed the Internet 's infrastructure, December 2016

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.457380Z

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.

source=arxiv_source observed=2026-08-07T13:05:25.108775Z digest=sha256:e8d2fe2a5c1160f63f32179604d8c8cc0c47d6e5b58438da69e6e3a2460a1acb

Observation 1bb6023d-ae63-4ffc-a0a2-1ea469e320b5 · outbound

This paper cites Zuckerpunch - abusing self hosted Github runners at Facebook , August 2022.

Machine Learning Models Have a Supply Chain Problem Zuckerpunch - abusing self hosted Github runners at Facebook , August 2022

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.334105Z

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.

source=arxiv_source observed=2026-08-07T13:05:25.192234Z digest=sha256:1792fd965f5ba3b5d234d5ebb48a4823b22c82371a7ddbd5121ca2570d2c5967

Pith citing papers

No inbound Pith citation observations are available.