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Paper Citation Record · LEDGER

Trustformer: A Trusted Federated Transformer

As of 15 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2501.11706.

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

pith.paper-citation-record.v1
2501.11706 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T18:03:48.925502Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

62 of 62 outbound references displayed

  • verified exact1
  • verified fuzzy45
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d79920f1-8e73-4306-98f2-33bcb78c5ef0 · outbound

This paper cites Comparative analysis of membership inference attacks in federated and centralized learning.

Trustformer: A Trusted Federated Transformer Comparative analysis of membership inference attacks in federated and centralized learning

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.366440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 5ea2b372-ba39-4e98-bb40-e899218fe59c · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:50.346558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation be17af4f-148b-4660-90b5-9f781bef8b06 · outbound

This paper cites K., Y U, F.

Trustformer: A Trusted Federated Transformer K., Y U, F

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.325641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 27849102-bec4-48d8-aa52-0fece6ec5f81 · outbound

This paper cites V., I SLAM , M.

Trustformer: A Trusted Federated Transformer V., I SLAM , M

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.303890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.444601Z digest=sha256:95fc7823ef75d01902d5d14aa5dd47e579d0bb9e7b9344b9d489db1f52a6d7fd

Observation 6b037ead-1fc1-42ba-af5d-d5cb9ace497c · outbound

This paper cites Trustformer, 2024.

Trustformer: A Trusted Federated Transformer Trustformer, 2024

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.276716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 4417dd0d-a180-49ce-b360-2f3c203c72cf · outbound

This paper cites R., F EDERMANN , C., F ISHEL , M., G RAHAM , Y., H ADDOW , B., H UCK , M., K OEHN , P., M ALMASI , S., ET AL.

Trustformer: A Trusted Federated Transformer R., F EDERMANN , C., F ISHEL , M., G RAHAM , Y., H ADDOW , B., H UCK , M., K OEHN , P., M ALMASI , S., ET AL

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.258109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 13541291-157d-49b5-9518-fdbee7b0ad67 · outbound

This paper cites Scalable and efficient training of large convolutional neural networks with differential privacy.

Trustformer: A Trusted Federated Transformer Scalable and efficient training of large convolutional neural networks with differential privacy

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.239869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.464566Z digest=sha256:6634032dbf40b28499261ecac75807cdcb52418c64d94b90ffe2adf6a6576e34

Observation 67f9408f-7c67-456f-8f93-8ff342887120 · outbound

This paper cites How to evaluate machine translation: A review of automated and human metrics.

Trustformer: A Trusted Federated Transformer How to evaluate machine translation: A review of automated and human metrics

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.217024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation fe30769e-6a6f-4721-9e1c-397c27bad4ba · outbound

This paper cites W., W U, S., S AHU , A.

Trustformer: A Trusted Federated Transformer W., W U, S., S AHU , A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.189290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 5aff27dd-f850-4e17-b8d7-81b744396350 · outbound

This paper cites FedTune: A Deep Dive into Efficient Federated Fine-Tuning with Pre-trained Transformers.

Trustformer: A Trusted Federated Transformer FedTune: A Deep Dive into Efficient Federated Fine-Tuning with Pre-trained Transformers

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T18:03:48.481932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:03:48.481932Z digest=sha256:473ec1ced66c1081428b42fe22c3103035c188393a695eb03f69617d937a55fb

Observation bceaff72-a045-470e-bfff-f782be1c095e · outbound

This paper cites S., AND CHENG , J.

Trustformer: A Trusted Federated Transformer S., AND CHENG , J

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.165524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 7f154b20-2ef6-4aae-9869-8f0ac94af306 · outbound

This paper cites Comparative analysis of membership inference attacks in fed- erated learning.

Trustformer: A Trusted Federated Transformer Comparative analysis of membership inference attacks in fed- erated learning

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.143213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation b252a6f4-96f4-4113-a0a1-5aba00f3582b · outbound

This paper cites Meteor universal: Language spe- cific translation evaluation for any target language.

Trustformer: A Trusted Federated Transformer Meteor universal: Language spe- cific translation evaluation for any target language

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.115885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.499790Z digest=sha256:2a242cd338446c8db25e5dcdfb390d6ad50068568e9589281c15cb06f205c4b7

Observation 3e05eb58-5392-4a0d-8842-763a06146114 · outbound

This paper cites Digital research al- liance of canada, 2024.

Trustformer: A Trusted Federated Transformer Digital research al- liance of canada, 2024

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.096159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.506179Z digest=sha256:1a23418f37d089538b56e30e8cc63601fd3c7c170dc7ac85fcb59bcb306e4a10

Observation 1133dab0-f337-4e81-bed5-90a23d827635 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Trustformer: A Trusted Federated Transformer An image is worth 16x16 words: Transformers for image recognition at scale

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.077707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.511973Z digest=sha256:e513e9a2417a5a527e1f560103bc0edd3db31cbdbbcdfa4dfddc04c26ba14243

Observation 386b6451-7045-4bc6-bead-c3d791a610a5 · outbound

This paper cites Taming transformers for high-resolution image synthesis.

Trustformer: A Trusted Federated Transformer Taming transformers for high-resolution image synthesis

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.062428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.519240Z digest=sha256:c0ca953efb90f7f43b58aa71b8facc42b7933969147d0dc7342c22982c467611

Observation 4932bbee-445d-48b2-b382-9ef18b42167a · outbound

This paper cites Decepticons: Corrupted Transformers Breach Privacy in Federated Learning for Language Models.

Trustformer: A Trusted Federated Transformer Decepticons: Corrupted Transformers Breach Privacy in Federated Learning for Language Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-10T18:03:48.524541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:03:48.524541Z digest=sha256:a18b561145de001e33b99ce5d7c2aa62fb714e59a458f7751cf0fd6a35f91d6d

Observation c9a4aa14-ca5a-451b-8531-fe3a63173d2e · outbound

This paper cites Gradient leakage attacks in federated learning.

Trustformer: A Trusted Federated Transformer Gradient leakage attacks in federated learning

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.041242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 0014529a-e26b-449d-9fb4-7ebed02296e7 · outbound

This paper cites One-shot federated learning.

Trustformer: A Trusted Federated Transformer One-shot federated learning

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:50.018840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation bab44b76-fbd4-4ef5-b43a-49f9d5ce4ec6 · outbound

This paper cites Strong-coupling theory of condensate-mediated superconductivity in 2D materials.

Trustformer: A Trusted Federated Transformer Strong-coupling theory of condensate-mediated superconductivity in 2D materials

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-10T18:03:49.081779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.542314Z digest=sha256:2926eb970257797371f28c6a633d1b4892d4866221a2c68d1a29eb6cdf5d41be

Observation 5cebf4a1-4cd6-4407-9b8e-19c3d63c6159 · outbound

This paper cites Highly accurate protein structure prediction with alphafold.

Trustformer: A Trusted Federated Transformer Highly accurate protein structure prediction with alphafold

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.987907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.548186Z digest=sha256:a954ddbd2f16fe7ebae3cf0459998e7c28fba7e7ab01bdffb01d4df9c78d0678

Observation e186dc59-0d78-41a2-875e-863991c9b211 · outbound

This paper cites Incentive design for efficient federated learning in mobile networks: A contract theory approach.

Trustformer: A Trusted Federated Transformer Incentive design for efficient federated learning in mobile networks: A contract theory approach

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.969186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.553871Z digest=sha256:780998fdc5bd02426ddfe74aa095100f9e717a0cdaf8099f62170b6427c8e1f6

Observation fc6d4e04-89cc-45ef-b23e-ea2bbc8e7456 · outbound

This paper cites W., K HAN , F.

Trustformer: A Trusted Federated Transformer W., K HAN , F

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.951549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.560117Z digest=sha256:f376707864c7d148596302889d8145df81cf3979e0edec1c94aaecfcb27245b1

Observation cef7f723-9f63-4940-91c9-f0ef92f19b40 · outbound

This paper cites Unifiedqa: Crossing format boundaries with a single qa system.

Trustformer: A Trusted Federated Transformer Unifiedqa: Crossing format boundaries with a single qa system

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.933341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.566654Z digest=sha256:3a16bbe5a6e0799738ac8b0fdb4621aa62336850025518ec3c57cc50058ffb00

Observation 777851aa-8bcb-495c-bc18-0c89f6cf2623 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Trustformer: A Trusted Federated Transformer Adam: A Method for Stochastic Optimization

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T18:03:48.575845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:03:48.575845Z digest=sha256:4ea4706f0fce4bbceb45eba8fde2f3693b105eb747802d0f71f9d87da6295321

Observation 13dbae25-1f46-44f8-b2c9-2e7b10de15c5 · outbound

This paper cites Crypten: Secure multi- party computation meets machine learning.

Trustformer: A Trusted Federated Transformer Crypten: Secure multi- party computation meets machine learning

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.915098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.582246Z digest=sha256:9f85520b62680569bfbe59e5d7a4652cf29201ced373f3dfb11fd456c2ca9e13

Observation f5ee5d2f-5deb-44b4-9de3-07151ff02d58 · outbound

This paper cites K., G HOSH , S., B ASU , S., S URESH , A.

Trustformer: A Trusted Federated Transformer K., G HOSH , S., B ASU , S., S URESH , A

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.894482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.596152Z digest=sha256:70e157dea1da058d7d3718cdfc30fd021e0e92172905016e6460a5c145574951

Observation c26e8922-a22f-4fb9-a340-3e1a5df22c5a · outbound

This paper cites Cross-lingual language model pretraining.

Trustformer: A Trusted Federated Transformer Cross-lingual language model pretraining

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.872381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.601993Z digest=sha256:7320a95969aa3f101a87b057a2c859c25ec58d59db839428eb19e2854c14f6c9

Observation eb1943bd-15ba-49a2-8813-affd066e9190 · outbound

This paper cites Mole: Mitigation of side-channel attacks against sgx via dynamic data location escape.

Trustformer: A Trusted Federated Transformer Mole: Mitigation of side-channel attacks against sgx via dynamic data location escape

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.850085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.608695Z digest=sha256:82b1abe16c7855a289600e13976c319daf6f7d164ad2bfbcc5f10cd326fa9cdf

Observation 385083dd-8f7b-440a-8976-ba99afd3ce44 · outbound

This paper cites Privacy- preserving machine learning with fully homomorphic encryption for deep neural network.

Trustformer: A Trusted Federated Transformer Privacy- preserving machine learning with fully homomorphic encryption for deep neural network

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.830805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.619054Z digest=sha256:e417d02d6a34cb7e5ebcc3fa900d0e50916d11f06d7fd17b044d924191d707b1

Observation d5b0885c-7780-4657-82f1-c1f6d2d721a2 · outbound

This paper cites On the convergence of fedavg on non-iid data.

Trustformer: A Trusted Federated Transformer On the convergence of fedavg on non-iid data

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.811874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.626219Z digest=sha256:9c70aff5ef289bd05bafce2b5882ab0e70a2792d7426e9ea643effd593492131

Observation cda40aae-8086-4a5b-82ef-a110c5b475c7 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.792911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.649803Z digest=sha256:c057d85671969e85263a69b25be52a78251b275e030d55bf7ab0e04b87135956

Observation 8fefeb92-0a7a-40eb-86f6-63dd7883d74f · outbound

This paper cites B., M OORE , E., R AMAGE , D., H AMPSON , S., AND Y ARCAS , B.

Trustformer: A Trusted Federated Transformer B., M OORE , E., R AMAGE , D., H AMPSON , S., AND Y ARCAS , B

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.767994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.657307Z digest=sha256:d7fc4925d81967cae138abd1a4a1d80f3fb1743447ad35697a341732c8391a1e

Observation 3ef00712-7cf6-48dd-88dd-17ea81a86183 · outbound

This paper cites B., R AMAGE , D., T ALWAR, K., AND ZHANG , L.

Trustformer: A Trusted Federated Transformer B., R AMAGE , D., T ALWAR, K., AND ZHANG , L

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.750610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.666102Z digest=sha256:fe651adf6f138b2337d65f3f318df3517d0b333e967e6655e6529f233f86076b

Observation 96d9ef9e-1c4f-41eb-8fae-f530e06357f9 · outbound

This paper cites K-means clustering based feature consistency alignment for label-free model evaluation.

Trustformer: A Trusted Federated Transformer K-means clustering based feature consistency alignment for label-free model evaluation

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.732264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.676712Z digest=sha256:9acd6e141528cafd7e32b970d8a593629826343bb8c8777aab527add3366e50a

Observation f682f799-9641-4862-8366-1c79a0865234 · outbound

This paper cites T., A ONO , Y., H AYASHI, T., W ANG , L., AND MORIAI , S.

Trustformer: A Trusted Federated Transformer T., A ONO , Y., H AYASHI, T., W ANG , L., AND MORIAI , S

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.714397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.684273Z digest=sha256:6e98a7e0818cfab97dc4d1f26b8ae30c6b181e4351100b6f2897576ac114e756

Observation ea8e2b4a-f730-48d8-9cba-668df6f59bb1 · outbound

This paper cites A Call for Clarity in Reporting BLEU Scores.

Trustformer: A Trusted Federated Transformer A Call for Clarity in Reporting BLEU Scores

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-10T18:03:48.692036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:03:48.692036Z digest=sha256:da8ef39231a0c782455fd28cfea2f5926f09dcf4f1e2d2caafa1a2391dea92ac

Observation 5381a4a0-c2ef-4490-9b3a-6ba40923a431 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.697258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.700327Z digest=sha256:e6b8a46b6619dc3e1bc66d443233c52e1e2bb9d76c1d21292e7865d259372d81

Observation d8ebbcd8-864a-4d0d-8697-59eae2e636d9 · outbound

This paper cites J., C HARLES , Z., Z AHEER , M., G ARRETT , Z., R USH , K., K ONECN ´Y, J., K UMAR , S., M CMAHAN , B., AND HSIEH , C.- J.

Trustformer: A Trusted Federated Transformer J., C HARLES , Z., Z AHEER , M., G ARRETT , Z., R USH , K., K ONECN ´Y, J., K UMAR , S., M CMAHAN , B., AND HSIEH , C.- J

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.679512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.708258Z digest=sha256:99356b7fe14eb7c79b3495b9a842c05c93147157322d50b4e3099eed91eea6e8

Observation 110bf8cc-37bc-406b-a328-826272016de3 · outbound

This paper cites Make landscape flatter in differentially private federated learning.

Trustformer: A Trusted Federated Transformer Make landscape flatter in differentially private federated learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.659454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.718620Z digest=sha256:d33b140e9729dea2c3ae9940ac68e0526f6ca42458c760a18822fb3e59e9f7ae

Observation c0f40170-ce0b-4ad1-8934-1e2eb5325bd7 · outbound

This paper cites L., N ARAYANAN , V., AND SAXENA , P.

Trustformer: A Trusted Federated Transformer L., N ARAYANAN , V., AND SAXENA , P

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.640066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.728093Z digest=sha256:1c0a7d3e879440b13cc7f32b87a7e25c6a70f666c7e4780583497c70c80b2843

Observation 23327579-7efc-4ab9-9814-4c47c25b6627 · outbound

This paper cites A., A LHADIDI , D., AND RUEDA , L.

Trustformer: A Trusted Federated Transformer A., A LHADIDI , D., AND RUEDA , L

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.614577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.735878Z digest=sha256:37e614cf1cb80194c53fa47372f40edc584c063de3fd2f4d8438606a9ae24c11

Observation dd21fa28-5dce-45a7-8c5e-efc5214095a0 · outbound

This paper cites A., R UEDA , L., AND ALHADIDI , D.

Trustformer: A Trusted Federated Transformer A., R UEDA , L., AND ALHADIDI , D

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.588065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.743370Z digest=sha256:72840a086d7e9df2b4307cdc4002df55f25bd4a1a131410cb441ea3adb7caf30

Observation 6d3af22f-c179-42f5-95be-50a2967d4e80 · outbound

This paper cites A hybrid approach to privacy- preserving federated learning.

Trustformer: A Trusted Federated Transformer A hybrid approach to privacy- preserving federated learning

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.565775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.750952Z digest=sha256:62f0bbfe2f9b87c8ed3ab3e87f4d74ed17ac0697bb47c25f5027d8237502497a

Observation 6475cf33-24f2-49a6-b508-d65c0d83085b · outbound

This paper cites N., K AISER , Ł., AND POLOSUKHIN , I.

Trustformer: A Trusted Federated Transformer N., K AISER , Ł., AND POLOSUKHIN , I

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.545014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.757828Z digest=sha256:84ce7d2e1ddae28f5d40aeb4ddacfa93b92528cf0a8968163d4cf506aca219ea

Observation 7fa5d37d-a948-42d2-8bea-40e374359aa0 · outbound

This paper cites Federated learning with matched averaging.

Trustformer: A Trusted Federated Transformer Federated learning with matched averaging

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.525574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.763975Z digest=sha256:c87ba0662a14f91a6f1e64e101b899eaa3bbe0f5cc88b48996737bda61a8370d

Observation 364ce2c0-bace-498a-813d-ab83f0844d0e · outbound

This paper cites Dynamic personalized fed- erated learning with adaptive differential privacy.

Trustformer: A Trusted Federated Transformer Dynamic personalized fed- erated learning with adaptive differential privacy

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.506838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.773240Z digest=sha256:3992ee6666d2d519de95f0b59d77069148d7b63fb7afaa07197c75453da9e8ef

Observation 25c4125b-dd57-469c-8a88-9ef94894a219 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.486896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.780312Z digest=sha256:da74dfde4aed4322a5264e1f2cf502f071ee3be55332fa843c7e5e9bd4f8355d

Observation 9129b877-dea9-4d72-bb40-104ef9c7ccc5 · outbound

This paper cites Vinvl: Revisiting visual representations in vision-language models.

Trustformer: A Trusted Federated Transformer Vinvl: Revisiting visual representations in vision-language models

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.465593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.787142Z digest=sha256:36d9a1adfcd6c7c232796aa1dcbf1407c59ebbfe89f2186b0033214c5c534c95

Observation 37c03c03-a983-49f1-9009-806cba08ed0a · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Trustformer: A Trusted Federated Transformer BERTScore: Evaluating Text Generation with BERT

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-10T18:03:48.799524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T18:03:48.799524Z digest=sha256:b9ff449a6fa89a5dafa1063ef163ec39e719728efe6cf4d345dbf33d6341ec44

Observation eb7309ba-4ac3-490f-bd43-165a20024ac0 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.442357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.806304Z digest=sha256:c96a8b3a50af08f88f0c37ee4ca39bbde6e566f7884668a562e1ba5892148903

Observation 213cadc4-e581-4c9e-8467-1baf338051e5 · outbound

This paper cites For simplicity, we assume there is only 1 hidden layer, meaning that W i local = {wi 1} in the local models.

Trustformer: A Trusted Federated Transformer For simplicity, we assume there is only 1 hidden layer, meaning that W i local = {wi 1} in the local models

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.419515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.814432Z digest=sha256:8bd4bbcda28234cf0f897260c1957e02b1abf3fe705810c87a68472f0b87a3f7

Observation cc38bb9a-1d23-4884-b350-9359c2f7e652 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.392027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.829718Z digest=sha256:9e722e1c7911a398f602b85b24e7dd0c44a60954e3b8d077f110197517007866

Observation 1bc161f1-e620-4cd1-83cc-451a9573020a · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.372972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.842604Z digest=sha256:6ae19e9b010d2b2414ae260b6029ea81886ad43922356d2903f072991881b8e7

Observation 5299de5a-ea33-4225-9c47-8ab215a0e0a4 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.351877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.857043Z digest=sha256:bcf605db8417e56ccd9cd50c9557e11c45868593970b755084fc0f478f8f310c

Observation 0fde1a86-d79f-4ae0-b5d5-7c7d0fe87632 · outbound

This paper cites ,ˆci,N oc ] to the server.

Trustformer: A Trusted Federated Transformer ,ˆci,N oc ] to the server

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.331831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.864063Z digest=sha256:1508076b0f0575fea63e0328a4c9feac750477fc1786365811e379875bf4403a

Observation 7f5e7746-0dd5-4953-b645-cac0baf418b5 · outbound

This paper cites We showcavg,1 as cavg for sim- plicity.

Trustformer: A Trusted Federated Transformer We showcavg,1 as cavg for sim- plicity

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.309721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.883437Z digest=sha256:539beb9ed40f404250fe29defc522ce54f2b5994a64c1fa2ebb3cacc2daad488

Observation f73b5761-6d93-48e4-9f6a-036c503d1fff · outbound

This paper cites For simplicity, we call the global weights on client i as wglobal i.

Trustformer: A Trusted Federated Transformer For simplicity, we call the global weights on client i as wglobal i

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.286054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.889434Z digest=sha256:efbe9950c9211b7c14099cf9d15e09d854b139747080f72b1fbbb585b95eb817

Observation 51eb8bd3-cbf0-40ba-a285-1a00e7d37fc2 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.265068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.896034Z digest=sha256:a61fcd78aff5af2f2b4ec4f975993e6f5ded24d2e5412469d1208a474dc4cbb0

Observation 6c1caf06-afd1-454e-9215-d37979a8b0a6 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.242960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.904213Z digest=sha256:2441b45d90396446c4763421336bca0db5534f980c624e78c315c7b9098de955

Observation c3cedad1-4a07-4550-a551-05c8c571b416 · outbound

This paper cites an unresolved cited work.

Trustformer: A Trusted Federated Transformer Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-10T18:03:49.213969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.916076Z digest=sha256:266e67ad2eef8cb3bf218445008505dbaf90710edaada053a01b6b630c543216

Observation ba0ad92c-5c8e-4b25-9b06-48a9d0e7e495 · outbound

This paper cites Since both B and C decrease with increasing N oc, the total error bound |εi,l| decreases.

Trustformer: A Trusted Federated Transformer Since both B and C decrease with increasing N oc, the total error bound |εi,l| decreases

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T18:03:49.173791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-10T18:03:48.925502Z digest=sha256:ecc5175601b132f79dd3c6ec22ff5aa625b39f8e96f89a9b296e1addb500ee33

Pith citing papers

No inbound Pith citation observations are available.