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Paper Citation Record · LEDGER

Uncovering Gradient Inversion Risks in Practical Language Model Training

As of 23 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2507.21198.

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

pith.paper-citation-record.v1
2507.21198 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:45:36.616905Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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 fuzzy1
  • unresolved55
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 389d9601-0912-46bc-a3f7-278971fbe99a · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.186829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.413500Z digest=sha256:cdaf44e683a1cc2e4c4b9f57d3bbd01034ced4af75362fe757188fbf8f3847e8

Observation b962930a-6ec7-473d-8563-c9bcf12e06cd · outbound

This paper cites GPT-4 Technical Report.

Uncovering Gradient Inversion Risks in Practical Language Model Training GPT-4 Technical Report

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.418152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.418152Z digest=sha256:81364a0929791028da5efb0379a626334583b1de0d28bc4b238a6a7d02312805

Observation 4f272a7a-d60d-4787-9736-582dc1defac0 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.177209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.422765Z digest=sha256:bd7c72b983655a22e0a0a62b5afd96e5f3d399fb4d2dbaa61c9f5431e894862d

Observation a2fc336a-5d1c-437e-80cd-1fd1ef060a92 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.167764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.427144Z digest=sha256:1366dc0709487d4fbafde3d90a2af17243b4433d9f66a21153cbda4bcb4537b1

Observation 78bbabd0-3f85-4e64-b637-185660836178 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.157969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.430695Z digest=sha256:74fd66dca61c0c3ec7d7da156c4b569032541a533712720c846e59982e9bebb1

Observation 06e8e36f-dfd2-42f9-9656-db090ebf3470 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.147536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.434746Z digest=sha256:49f756c39fe21a2223ed8dbac1dff2b501552824c0cbcc77a4ebfb047fd4ec8d

Observation 28ad921d-876d-4e6a-a6c6-e27ce32fb0ce · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.138107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.438733Z digest=sha256:959a0da0a1a785a5cd56dde61f598466f4c5c33b2d2762f72bdccf37e233f998

Observation aa846d93-14d1-4c0c-a447-8d2ad090a57d · outbound

This paper cites TAG: Gradient Attack on Transformer-based Language Models.

Uncovering Gradient Inversion Risks in Practical Language Model Training TAG: Gradient Attack on Transformer-based Language Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.442257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.442257Z digest=sha256:0525ec3c02b8e227ea9c0d91462ba99f4f518989849cea6e081ec75c1ab45902

Observation 10a81f52-e5a0-45b8-be8e-13ada6c3a9e6 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Uncovering Gradient Inversion Risks in Practical Language Model Training BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.446149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.446149Z digest=sha256:31a89e8773a1dfdafa03838eadc4810503015cab1b9cdc615509435563bc253b

Observation 420e524c-e08b-4b6c-af6c-dd88dd3671ab · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.128568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.450741Z digest=sha256:ebcc95cfba7d7931d80394c6c3946ac8b5ee407b7c90db63f2afbaed51702100

Observation 47f075a7-bb0e-45e6-b9f0-7c7c571e5daa · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.118451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.454493Z digest=sha256:050c4f7e5616e35ba8b3a72d66db0e56bc674d0a0e2cb0cca1ce9d100bc9c06d

Observation 534f0a0d-7eb5-41c4-8a22-1d95d03b80eb · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.108897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.458058Z digest=sha256:2906e6a5854e987d3f8a9ac6364312563bf227766dca1ec37b10d0d3faf1452a

Observation 17e9e1f8-a495-41f1-99e2-42f9ed917850 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.098853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.461474Z digest=sha256:8c40e90037e57f149279da3948d0bf66b0efe6e87ef509f6e0cf7c5199fac695

Observation 4387c453-4289-48cf-938b-40a4adb309c4 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.089092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.464618Z digest=sha256:3b4965f70a85211abd4360bab2932d3df671b603c8dcad2e6c4d67f6433a1b31

Observation fd4f3684-a894-4cbc-9526-eca0407e0c2e · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.079182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.467460Z digest=sha256:1548aafbfa0a709823ed0fd54ad1f439feb65be0de66b64b7566545b836b6f22

Observation 4fccc235-721f-4088-b355-cf9fd6f58ce5 · outbound

This paper cites Improving neural networks by preventing co-adaptation of feature detectors.

Uncovering Gradient Inversion Risks in Practical Language Model Training Improving neural networks by preventing co-adaptation of feature detectors

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.470766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.470766Z digest=sha256:1df23504830d82ae478514228ffcd60114d8683c87c13ca78eb69bdf4bb02bf9

Observation 9b635299-2374-4677-af63-7b169e14d85d · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.068859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.474870Z digest=sha256:61c177c2dfea06a8064e20458d93e2b08458025b4377c0f0db2982cde6c25783

Observation 6813f5ff-94b5-416b-ac9e-f6b33b98be28 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.058080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.477996Z digest=sha256:0c59766b7d74cabeb54c5d25b72c8c6cce06c7972bb1cf6bdc6267a95446e01d

Observation 251bd8e2-6193-413e-9bdb-8b15352281f3 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.048005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.481109Z digest=sha256:357815400ab8fc8bb7338db8be7e2f2dab99518da290bc098e526e36d2bc38e2

Observation ffd4822a-c32a-423d-b2df-a9df1764154e · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.037760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.484502Z digest=sha256:a95123d19c890f70dd9057dff1cd5e3270de27bcd12d8cae858014ee4be5edd7

Observation 49e449b9-bb7c-4387-bbee-e3a10fad8144 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.027263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.487848Z digest=sha256:3da354dbd202e343830d824fb361464af01b02d979d15a23efda8f210ba6c952

Observation d3fcee69-65b3-4bb1-a6a4-c75d629f05b5 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.016726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.491105Z digest=sha256:7e721114027d75f10d60e86a5a417a962caadafe9e4f0c29f95aaea9cfcfeb2c

Observation 533fa66e-3938-4e4c-b69f-3e67e4a0a48c · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.494818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.494818Z digest=sha256:4dbdd65cf907afceb333f51fdc280fbac55b716ed720060a4c1cf2e6bc519da3

Observation 5bb8225f-e5dd-4f6a-bf48-6d281222bcbd · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:37.000532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.498226Z digest=sha256:75da3bbb53137c8f1c7095c2fa847ad54cf818e7728574c60aac630e57106a6b

Observation 58ac8b8f-2693-47bc-b8ea-bb4e8b7f8b3e · outbound

This paper cites TinyBERT: Distilling BERT for Natural Language Understanding.

Uncovering Gradient Inversion Risks in Practical Language Model Training TinyBERT: Distilling BERT for Natural Language Understanding

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.501789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.501789Z digest=sha256:4782bcafdbeb1e3979d34b869ce98a543a321cdbe6c9974095301f6756819177

Observation 73c7641b-1a7d-46c7-b8a7-3900d39c9459 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.505715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.505715Z digest=sha256:979477120d7d62ec7354213be2e0a37c2091f22501bf31cdf13b47828f7a834c

Observation 050920b2-eb5c-448c-8f12-83dddb8e97e3 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.509227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.509227Z digest=sha256:c0f040d596dca482cc6d71108d79d8f8f4d3fe44e5f76f25850bb6031ed0d4f3

Observation 1f95d386-8c05-466c-87cd-1d2e6cf48af7 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Uncovering Gradient Inversion Risks in Practical Language Model Training RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.513094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.513094Z digest=sha256:5a9658326fe97f003f5848fc478806e44edb90d919ef68d6f5ac4e21d8a1571a

Observation 75b47d86-9fa2-43a3-b817-32cb70aef4df · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.978598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.517017Z digest=sha256:87815550aa6078c42f775c44e3946275cd3cc88bdc2ab58cecf8bfbed2c02620

Observation 5e52ae9f-08f8-4667-bc8d-6eb808f8a699 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.968798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.520540Z digest=sha256:91ddb6efe27b4daeb7be68456a87dfeae55a87940e3abea67afed9108ef9e07e

Observation b6ca7df5-91c9-4073-b0d9-00134aae54e0 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.959074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.524021Z digest=sha256:4f388f0cbf9a0226ff9b4b6b2cfc9c8d17151fd65b556611a74a56c670a79e36

Observation fb5a2690-b757-4b96-aed7-8b8708c879da · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.948830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.527417Z digest=sha256:89db99c26616f504a2024aab5694e8865d86b24da22bc16b7fe455d9805058f7

Observation 270bcaec-1e87-4c7c-83a5-9d6872f786e1 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.938311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.530936Z digest=sha256:7d962e5b85b4b334c3619bb2bd9246e0a5ec2d6367f56b56f9b56edc9856de1b

Observation 719b7b1f-d37b-437d-87b6-876a1705c681 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.927250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.534308Z digest=sha256:8b771cc4917247fd8efb4035b5e43a4cd03d6185b3e088ca9e58625027958827

Observation 9b2dc2e9-4ce7-439b-859d-8df2e080fc44 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.916859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.538112Z digest=sha256:161997aa5d7c5ec0d78e10beaa40ecdbd28a70c5158b1b72106f0724ef7eec50

Observation f5ac38b1-f13b-44e8-8605-e8182ecdcbf2 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.906633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.541553Z digest=sha256:da82b5630287850940d7980350650a9d33949ff989360d5d668507e200e4a07f

Observation a1eccb1f-e6ca-42e0-adec-e5d5a4f4e819 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.896380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.545545Z digest=sha256:ee2d4e418487a043105a5b287a6437a5035e5d107dc7b91b352f90448bc56eb4

Observation 1bcf732c-1c4b-479e-876c-e68a08ed0bb0 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.885555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.549184Z digest=sha256:456cf70395c7ccccfa5abfaf7e439c503bd47011782681d8333147405b6fb9c5

Observation 3afdff3c-f8f3-4718-8e1d-a4f9143d68ae · outbound

This paper cites Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales.

Uncovering Gradient Inversion Risks in Practical Language Model Training Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.552406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.552406Z digest=sha256:5a659f42be00e4162028d04cb83c0321ad54d62e51d38780b1f7530253fb2fd5

Observation f91c819b-db48-49da-af30-e9d78869e3e6 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.556317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.556317Z digest=sha256:44646abada52400b0d8e334cad8833ae0ad522805e9cfc2320d9544d3bdc3e55

Observation adf5e11b-13cd-4216-92f4-6ad62fb74890 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.868878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.559948Z digest=sha256:fb0af79a313999646c8cdd09d268161827df44d5cf41a9236035fda6218aea90

Observation 06eacbcb-5841-450d-b4f2-a3038181b883 · outbound

This paper cites 2010.Artificial intelligence a modern approach.

Uncovering Gradient Inversion Risks in Practical Language Model Training 2010.Artificial intelligence a modern approach

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:45:36.859519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.563511Z digest=sha256:59c40ce74e75a10c08bfa33d8786042332860c5a2a63da527864d34b4145dd76

Observation 8026bf83-eac6-4ed1-968a-e083c58bfc64 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.850025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.567052Z digest=sha256:d05fb4f675eac24ced8946b1879160acb81b8f92d4233623415fd864a58da000

Observation 62b0101c-921d-4fe2-8efc-5c131ae00c05 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.840700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.570721Z digest=sha256:f540aa3746a98f76ef84ea6a913abee798383c58e50d4c81a14d9ce6546cf457

Observation 749dde06-eead-41fd-a472-af7995412f05 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.831239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.574324Z digest=sha256:873274e0bd4ea77449b5ee9bff579adaed571fe22491621a9010c11938c32d52

Observation 63096bb3-be13-4150-885a-30e5bd56ebf5 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.821625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.578344Z digest=sha256:f6b2cbe41c93944334f4febf6ca7a0da83fc7ccb412a4c6e4b65fe06494574e7

Observation 1f892bcc-11f8-42dc-a6a0-f7cd84f81466 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.800976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.585991Z digest=sha256:f139e9599fb92b8e2d5c651dda4664b805d697a841da25bb364e506bbabefc7a

Observation eabf2e36-ca5d-4a89-8e31-8dc88b6c3560 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.790153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.589940Z digest=sha256:c4916e36ac4d439dcaac18306a17da8b942137aa618cd979750d6d114a8b41d5

Observation 77c24dc0-57fe-4898-9c29-349dddfea260 · outbound

This paper cites A Framework for Evaluating Gradient Leakage Attacks in Federated Learning.

Uncovering Gradient Inversion Risks in Practical Language Model Training A Framework for Evaluating Gradient Leakage Attacks in Federated Learning

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.593679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.593679Z digest=sha256:b088ed7ae20562135c59b6f698aa0b35e7eee23e774a22aa192a224eb159476d

Observation 2b22450b-6f47-4004-a0c9-c8fd45b3cfbe · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.777687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.597859Z digest=sha256:1932971c59ce01cc7a2d5b87d053def44d0e1a81cb6e22294047659fbaa431fe

Observation 6979f0d3-9592-47fa-9ea2-f12c89842986 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.766397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.601823Z digest=sha256:3c3be6a0de2b8961315a569871ad1f05eff05a00c043900ee9b81e9f6a0ffb2b

Observation 07d12d4a-1e95-44ca-bd98-1bb4f4b78ef0 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.754272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.605612Z digest=sha256:50b698dc9207d8dc881afeedba8208acf70b30e7c4f78379f893659c317a9422

Observation ecd0bf9b-c8f1-4acd-baa0-31d45eb83b0c · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.742869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.609075Z digest=sha256:e092142a66ea207fbb4d8eacdeb61b224c2186583012438057b8a0cddc2125e5

Observation 701a94a3-0701-4005-a4fa-74193cdeacf1 · outbound

This paper cites iDLG: Improved Deep Leakage from Gradients.

Uncovering Gradient Inversion Risks in Practical Language Model Training iDLG: Improved Deep Leakage from Gradients

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T17:45:36.612674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:45:36.612674Z digest=sha256:a638461354fd6a584c547af24c944d4365914d983646ae16cc099d66bf3c1a7e

Observation e120d949-ac65-4439-803a-a403388b5241 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.731285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.616905Z digest=sha256:169959396911ded73d1b1f1f9c72bacdb6ce5562766fdb247c42f475d4e3e9f9

Observation 315c17b1-c878-4445-9465-7924a0f69fc9 · outbound

This paper cites an unresolved cited work.

Uncovering Gradient Inversion Risks in Practical Language Model Training Unresolved cited work

Reference 2022

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:45:36.811112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T17:45:36.582349Z digest=sha256:2b26fdd25473e3fbf980e0cb178ef6325062b51d31f7fc82cfdfbda0b93e3ada

Pith citing papers

No inbound Pith citation observations are available.