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Paper Citation Record · LEDGER

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark

As of 22 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 0 inbound Pith citation observations for arXiv:2506.03954.

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

pith.paper-citation-record.v1
2506.03954 v1

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:55:15.140521Z

measured 74 of 74 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

74 of 74 outbound references displayed

  • verified exact1
  • verified fuzzy3
  • unresolved70
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bbf1b39d-a5ab-4067-b3c4-6ae20455d4a7 · outbound

This paper cites GPT-4 Technical Report.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.862710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.862710Z digest=sha256:9f5c0dcf616e04d6be8eb8b2dbcb6fe98a915152fe1455aa19c976bba2aee94b

Observation a3f16483-db97-498b-8673-ba394d32a68c · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.879501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.867765Z digest=sha256:45714e6b5ff3536c6b2b9e29872809ffb6728be85958c8c36b2ee1a531e90850

Observation b53e6ec4-b8cd-43d9-a61d-c15d3b4b8cbb · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.870146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.872066Z digest=sha256:c16f83f636f31681bb6779cb11eb9736d5be747e20165cb4d4aade7362cf2c1d

Observation 4258b429-971f-45f1-8f01-ae666727e11c · outbound

This paper cites Flower: A Friendly Federated Learning Research Framework.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Flower: A Friendly Federated Learning Research Framework

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.876355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.876355Z digest=sha256:9757d589bada797c44318cc4c3062fbf58af6ca988f852b87927d2307dfe4c7f

Observation 28336cf0-d820-499d-b2d0-db1168e0ca81 · outbound

This paper cites LEAF: A Benchmark for Federated Settings.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark LEAF: A Benchmark for Federated Settings

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.880870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.880870Z digest=sha256:bc93a1ba3412c4c201de6c42a9bccd2e8b1eb1076f816fbbec037704373aa16d

Observation c7ded3d2-7c78-4d66-94e9-9404c77015ca · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.859889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.884999Z digest=sha256:dce2a9cb234c375005e188e38d6eff288c0cf82bebb7a5306376547952b28dca

Observation 99ae8f08-afba-44af-9f85-5a2f315cef42 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.849642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.889154Z digest=sha256:517a7db64164959caae93d2996a03e3041c8a63d560ee055de988557ffad5581

Observation 4fd53812-f1c2-4c2b-b598-c3c24e977713 · outbound

This paper cites FedEval: A Holistic Evaluation Framework for Federated Learning.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark FedEval: A Holistic Evaluation Framework for Federated Learning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.892937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.892937Z digest=sha256:76d20256301db0537f648e893518db677c3bb97934cd02c78990f9f6aa0b7530

Observation 2b1bc6ae-fcf3-4f2c-812d-636f2ba05e5a · outbound

This paper cites Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.896725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.896725Z digest=sha256:b3642ec56b09f229b0c9e7e39038010c850c3ca0b714af9ffe9af58eef42c1e6

Observation 2cde1714-0d32-4dc5-aa64-93a134dc9a75 · outbound

This paper cites A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.900418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.900418Z digest=sha256:26b117a44dece6ab15d8f699cb97b22480ee1a21e2a4c9ae3ac6842524851746

Observation 2384ebb9-cebc-4cd9-bd13-f9af60f4775e · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.904840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.904840Z digest=sha256:7ffac85d565b7c44134339c2d6dc7bd9d42823d71bdc0dd0edc64da8f65dc48c

Observation e5ae9d67-e9c1-4d34-b7ac-2c157513aa7d · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.833770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.908632Z digest=sha256:7a3830bf46f34ea3bdfa6e46e095f0ba09eac4c38c285e0bf0da9955d59cf2e7

Observation ebbf2209-090d-43eb-bd92-7a36934b6a71 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.823912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.912776Z digest=sha256:608432c852cf3b82241e9113a5aebbc1e9a4ea77adca973060c68cd0d8aee597

Observation 695c6a00-b487-4c71-902b-1436df6ca958 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.916744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.916744Z digest=sha256:e988b62ffbe516aaa97b8ad733bd02775de9741007b4863f4c09d2e068020218

Observation 935248fb-7253-4874-bcb4-af944a27955f · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.807484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.920523Z digest=sha256:80d0e1057cf89b066b07812bdc1d28b6d318f0fcfb70f9a07586cdf58e38b3f5

Observation 2399fafd-f9c5-409e-a3a1-414decc37c37 · outbound

This paper cites FedML: A Research Library and Benchmark for Federated Machine Learning.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark FedML: A Research Library and Benchmark for Federated Machine Learning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.924426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.924426Z digest=sha256:98373b5bc12032f91a693415001ddc0da9f46261643aa8d606a0be4aeec7d71b

Observation 4b9cb698-3155-442d-b22f-436717464f04 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.797862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.928338Z digest=sha256:85262581a3b1934ff94cb1c3ec86bc31180bc11f5631b07e1f0e7dfa9cb56c6e

Observation 9a0f0c5c-a02a-4ed9-bf51-30808219d00e · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.931823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.931823Z digest=sha256:dddc45966d7cb542b45bbeef61a237150a6eb21fbba22ca1478d212332710560

Observation 5df9529d-2e77-4239-b31d-2f90342d5daa · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.777047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.935443Z digest=sha256:86e96ee63c1fe1e4ceb486d140d5db45d33bfa0c4086ac623ab1b5454df7d5ec

Observation ba8487c8-c629-4235-85f1-63ee9d16ac8e · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.766951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.938965Z digest=sha256:f194e3821dd99430542e156e6b6cb4b15de869135ead6d8dc16947b186f86d32

Observation 0b8568c3-6b62-4d74-b31e-1f426c76f394 · outbound

This paper cites Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.942600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.942600Z digest=sha256:aaa8effac307b7e0af4b1f86fccd78a2eed1d5ac00d9f22a78234eb09578b05d

Observation f2ac0d98-b011-485a-9f7d-7b1532eae3f3 · outbound

This paper cites Bag of Tricks for Efficient Text Classification.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Bag of Tricks for Efficient Text Classification

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.946693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.946693Z digest=sha256:569d05929b692f3f930c27be7ba7b4f3cf93c00467398ac83405447a68fc2bb6

Observation 18f38627-dc38-43ca-9c4a-0290426cf347 · outbound

This paper cites Advances and Open Problems in Federated Learning.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Advances and Open Problems in Federated Learning

Reference 23

Resolution
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no resolver link, observed 2026-08-07T10:55:14.950467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.950467Z digest=sha256:bf5dd1ff5f0d22a8e3961806c4398bb48d2a27d26127fb61e754610ad9b67a70

Observation e297c823-e200-465c-b7ea-08041864ca80 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.756710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.954203Z digest=sha256:b1dfeab37a5ec10a3dc735a67657f1c77e5cc23c4b614f7735dde089a8ff01cb

Observation b2725043-63d9-4a6f-b4ba-31417418055a · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.745499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.958632Z digest=sha256:f0657681fafd0d0d5399379f985b602f4b08cfac581a961e38410e9d53d6277c

Observation 2664a18c-45ca-44ba-aa70-7fab2033a4cd · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.733590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.962188Z digest=sha256:54175d587945dfecf450c60e4cef84c3215931737dcffdaf9a1e60004fdd1ac0

Observation 8ffb5e61-9500-4ff6-999c-68628e03abc3 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.722557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.966295Z digest=sha256:57cc3e8ed81a5088d8d5f5c2f263e8c2949b216745e3395e64fcf0ac6ccae150

Observation 972032dc-e4e9-4224-9d50-40b6ec3cfc10 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.712003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.970189Z digest=sha256:99e786d5dba11302fb9d0b306e08260f51e120f45f62f2ede9a78eccfe4f2cae

Observation 7346978a-75c8-4482-b4e3-140785d53c1a · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.701808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.973586Z digest=sha256:379ec50dbe409188b2b357f010a1a04c039ade2b7b2ea4f72402c7e8609d8173

Observation 9f58ea32-9069-481e-ac58-51ea16e7da1f · outbound

This paper cites Think Locally, Act Globally: Federated Learning with Local and Global Representations.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Think Locally, Act Globally: Federated Learning with Local and Global Representations

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.977190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.977190Z digest=sha256:c5e34d3bc19417ea26febf4f8c39b3668dbe0b412f087fde48cc9d9f3795f0b0

Observation 604fef25-30d4-479e-a2e6-b2d96c40516c · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.691173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.980967Z digest=sha256:105234a555e336f7aefa06d607bb5a5288d18a1e73a5e628d091c455ea467612

Observation 46068fa0-1fd5-40ed-9517-302d7cbe163c · outbound

This paper cites DeepSeek-V3 Technical Report.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark DeepSeek-V3 Technical Report

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.984417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.984417Z digest=sha256:9ae050f08a55428f8cb2615675fe56b95a6da19ad459e010cf70b500194991be

Observation f8fd0232-14de-4052-9549-34ebd4d57f98 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.681159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.989005Z digest=sha256:588387e52de8a912f86e943e4ed769965d4a8cc4a0fa532ee30e7251e75bbf07

Observation 0d18beb9-9a19-42fe-ac21-045e33b953b7 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:14.992448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:14.992448Z digest=sha256:54dcc4591edefbc6486167faf50f003725ecd2c7b7047f671a3d723443bdc324

Observation 017d68b6-d87c-4fc5-b766-d1e6a8a81c27 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.664414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.996184Z digest=sha256:bd39c080ae2d60a668ebdaf5ff2c162938ce66e2a291a05f552ffe3d4aac4274

Observation 543f9d7c-aacc-4608-a19e-4e55a4e11179 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.653937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:14.999784Z digest=sha256:c51811ed4cdcca7a8c75f071e95f65f5731682475bb3b333554f837adc75cc82

Observation 0494de54-b173-469e-9ae1-d4a48eb8cfa3 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:15.003608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:15.003608Z digest=sha256:f21e93ff23994e77ae0c53901fbb7c52f605a9923599160ab24dc604809762b1

Observation e0934737-6fc0-4b69-a376-55b1d76f234d · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.637069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.007452Z digest=sha256:310bc6cdcfad2de3f22e649220c5142aa5b9560af9934087565c603dfcbaafc8

Observation 2fd9da3c-6b4f-4db2-8738-0adcfbf637d2 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.627003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.010959Z digest=sha256:8b90e44418f00a8c015a98ab511bf27b9fb5e7c9475de98123734e3f2399ec7d

Observation bd0d3bbe-df7a-4dfc-9903-907684551f65 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.607297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.018808Z digest=sha256:66371ebe79fd450db18b597972f787f1558af973ed550caaf92bcd8c36b47cb4

Observation b5159c50-c664-4599-b394-6793298bcd78 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.597612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.022572Z digest=sha256:2c1e69ec993316c90099cde5781275abc2a2bc4f7eae63600d3520e8f83c7fb8

Observation 721d2f3a-798b-4797-ae30-7bee3a85a9c5 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.587858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.026368Z digest=sha256:ea00ac3f0c3f50664c3a1e0a13717505ee00ef594d202d08258ae7cb590065b4

Observation aeb6f5ab-35f1-460f-85b5-60a2468dc758 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.578133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.030734Z digest=sha256:b5b2a00006f614add7d5419e33a99094c9f617345dde2c839019c34606325fe2

Observation ff183815-1630-443a-b238-cd3698aea3e2 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.568108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.035301Z digest=sha256:51bb5b712460b42e997cbe1b3d46993ce88361087c669ec9548a57a64fd74f26

Observation 0b5fcd88-f0dd-4b24-b3c8-4d54a9a96d96 · outbound

This paper cites Federated Mutual Learning.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Federated Mutual Learning

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:15.038994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:15.038994Z digest=sha256:c5da7ece952a1108d2daee1af32f988cbe6069f6be070c533b9ba77990915869

Observation 8bf9e7da-ce8b-4c4b-a5e2-640550167548 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.557385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.042936Z digest=sha256:59ef7e471cf9a53b8138a10c76af1cb31a481c88b751a5c262c69fa3b154309f

Observation 7062a377-e015-49f4-b4b5-6d6185feec40 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.547505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.046764Z digest=sha256:85d967f2b3a62f700453ce8783ebcdee50b1665601a785038b684aa576b35633

Observation 0c482e7c-567c-4e8e-81ad-886166e30f03 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:15.050436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:15.050436Z digest=sha256:b4e98a9a681776f828dcc3bdaf104cb3122a1d3802681ab9e521983f1a814948

Observation 65102c6a-9106-4904-8f34-c2ebd1270a05 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.537756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.054548Z digest=sha256:db1b3185db477e05b9adb2817d255e79a441c216633aec04c14acaaed014714d

Observation dffe7928-af55-4830-8572-497087f9603a · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.528182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.059365Z digest=sha256:43f18f359ea22814186df6ae3b6c7729d76a48f9d47c71bf60b98576ddc199b3

Observation 059bed12-b19f-498d-bf31-ae4fe665b32f · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.518330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.063498Z digest=sha256:cd2dd3ce32fd6ae90b8e15f723aa3bf5c77df5bff56ca154737a7fae708cdd33

Observation cf2b6411-8499-482c-84a3-92eec6f6e690 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:15.066996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:15.066996Z digest=sha256:b28e1f189768ceea21fbfed99a8a29888a5452593177a16d1e7f20ec197b2bd1

Observation 2c296589-e8d9-49a7-9bb0-b899d7291b56 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.502884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.070466Z digest=sha256:99cc3c9c1b937d2d134309067456d4b4aaaf1298e52dab3686cc77351c80b69f

Observation 92be50e7-f7d0-4fdd-b0a7-331781a1c170 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.493784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.074080Z digest=sha256:84e08e93c8b5d6f3d040528749a75e4043cb5900a24073043480e00ad36355ca

Observation f88f469d-62be-4109-a2c2-23479e32dd23 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.484807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.077690Z digest=sha256:0f01c8eb9f83812d01844f88f06dd10eef227cea45b4cbce9c25e31218ccf3f7

Observation d8dcaaa2-2953-41f9-b61b-e2cc587730b1 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:15.081212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:15.081212Z digest=sha256:c1f98570be958b1af27e8e151d17e447fae1db29a0257d0879bdef967e44c13d

Observation d4b5f61a-c3e2-447f-9f28-0d6d4d9592d6 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.469464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.084724Z digest=sha256:1527e78cd787b9ec2868960b6ddcff6bdd91cb4c0ea375215cb55e7fd5b55fa0

Observation 120d41f1-faaf-480e-8c06-3a36ca61b718 · outbound

This paper cites Federated Model Heterogeneous Matryoshka Representation Learning.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Federated Model Heterogeneous Matryoshka Representation Learning

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:55:15.177108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.088495Z digest=sha256:fcfe9422f51f485f2259b7bf9c5db9e7c6e048d88d36afe9f391edd5a8eacd2c

Observation ba5cc235-f239-4a7f-8569-deb88e3f2dde · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.459755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.092620Z digest=sha256:bc171583c9d0c6c52cef3e3debdc985cad824e77274359d95ce6f545c666f7b5

Observation 701e11b9-824f-4a1e-8521-62e6d69450a6 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T10:55:15.096189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:55:15.096189Z digest=sha256:79259cdf1f407d116a13f11dcaae3898ff2328618e7daabe5bb6415aaadc85a1

Observation a5f336df-a06b-4c15-afcd-13df2c81e0d3 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.443261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.099989Z digest=sha256:800f899da70141b244ab16fa2dc6012c5d30f455e51174093ddf0ccfc22d8de9

Observation 19afbfe0-063a-465e-a01f-f854081bf975 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.432855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.103446Z digest=sha256:90c0b9645d7430311754fdd07665c1139124918013775889dcf96db4ca5f2f9e

Observation 30899f5f-b2b6-496e-a699-d687278c753f · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.422774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.106994Z digest=sha256:c00512a01c7ac06881d29de71400b5efb5b66a8cff364167a06239ee960c8641

Observation 3ee1d9c8-b692-4b0f-a9f0-844af9e844e1 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.412574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.110408Z digest=sha256:a6870a4c3c6a6617c1b1207a96267cf1822f47899b813dc52d616a02970d58b6

Observation d1d32534-ecf4-449e-b8f5-9f6369f0f5b6 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.401317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.113807Z digest=sha256:6122cb93dd9b4ccb351ca7e7e85a3de9dd615c48e88e35317d4b53208bb2c484

Observation 182f9d8a-0c83-49d7-813f-be5d9be7655e · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.391132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.117295Z digest=sha256:a0b41f29c17e00f4aa9ee9582cc00113789ff74c6f28c0e3ba4ee8646b7dcbde

Observation 3d8d3d7b-5680-4cb5-afa8-50f8951a1db6 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.380580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.120849Z digest=sha256:1ef3b5f1eace0cb7ca3913381c9217e9cd7d2270ffd28faf318af9201c8fda30

Observation 30d666ae-b746-4b7a-b429-ae8d2b9c320a · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.370129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.124172Z digest=sha256:4e542fd95cc7bf066cf634100c9debc2be82ae224028416cf0892b4072799294

Observation 3fd35361-11d5-4a7b-a358-a2016c9f2193 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.359443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.127446Z digest=sha256:f70483c9e0084661194de0527540e4e681b9cc0c6ee0827518c1fc28432fde21

Observation c4a04a91-8238-45aa-a888-159479ba0519 · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.339274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.133913Z digest=sha256:1d8a7e9c6146a631af562ffe94a839e1b1a0cfa3470f8b3f0f2c9e81c6b1e070

Observation 4893410d-7bf4-4fc4-82f2-8f9c4da2d9eb · outbound

This paper cites (1) fastText: This model uses an embedding layer followed by a linear hidden layer and a final output layer.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark (1) fastText: This model uses an embedding layer followed by a linear hidden layer and a final output layer

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:55:15.329293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.136997Z digest=sha256:621b28f64725c500921d770e1f3dffcb02b47be2863c2918e72bdccee912545f

Observation 0320296f-ab45-4569-8042-ea70dd4ffda3 · outbound

This paper cites (1) HARCNN: The model consists of 2 convolutional layers, followed by 2 pooling layers and 3 fully connected layers.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark (1) HARCNN: The model consists of 2 convolutional layers, followed by 2 pooling layers and 3 fully connected layers

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:55:15.318657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.140521Z digest=sha256:ca0fa41678e5b60ec32adafc752122bc31c76edada1867fd1b39880354071fcd

Observation d637dc8c-64f8-4041-a7c1-1ef25cb8a480 · outbound

This paper cites InIEEE Interna- tional Conference on Computer Vision (ICCV).

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark InIEEE Interna- tional Conference on Computer Vision (ICCV)

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:55:15.617339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.015119Z digest=sha256:79d17676fc39e51d1cab601afa95feb52b7b1716b05696e573fbb278e3c7991c

Observation 9ed7a9f9-1c7b-446b-9162-ddb5f3a79acf · outbound

This paper cites an unresolved cited work.

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark Unresolved cited work

Reference 2020

Resolution
unresolved
raw_fallback, observed 2026-08-07T10:55:15.349373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T10:55:15.130634Z digest=sha256:ec4d3643e5af1ed417aa952181e1a3265c5f5f0aaa3ad92ea119caf77bedb845

Pith citing papers

No inbound Pith citation observations are available.