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Paper Citation Record · LEDGER

HtFLlib: A Comprehensive Heterogeneous Federated Learning Library and Benchmark

As of 8 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 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

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=sha256:401b2ebd9820ed3d16e046e8d607967dbd13b4f7827ca007613819a464af00c2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.867765Z digest=sha256:c4da484d544eb5f5c1a80cef40e12ea85175effc954776926b038de09cb795e3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.872066Z digest=sha256:91b2c3a50b7ae191c7d4851be8f53ede6da1fc765ada77cdbc8b86ac8215f4ef

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=sha256:018ec8f30d2d522f456398db2f4ab1ee2721d2d2f4079538137b5e1428f84813

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=sha256:1f022c7f8934a778ebe952d5105d45beb4ff59846dbb901daa25a6455ced8216

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.884999Z digest=sha256:7924e890a5e73e44e6a8e126cd375c413001668a7372251dc0f4385b96c750a0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.889154Z digest=sha256:6f2c4fd521f469dab300c19fa164155c7bf7a8a33b70b53f957c39a114cb1b11

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=sha256:9c246dfcf51f580a8a27ede1ee78e679298526974394e1962562813b8de6a5c0

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:fb507cd213841461c3cc57e0f9726a0b08e7f7411e047403c210124dbe37bae4

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=sha256:9be23de67ac9d2284bb800d4d2626ca20ddd734dee927d8346baa6e75bb7af48

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:f32a2bbc2761667a52e1439f0df3f81e55ceac2608cb17a8616dd113274d2569

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.908632Z digest=sha256:6c4224fbfd0e58a1def1554f730a061305d1d297cbcf574a7821fbbd7571df33

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.912776Z digest=sha256:5cf77202a8b9e481ec5c8e960e42041a82a5f5e0924c2f7650639dc39f4e3e1d

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=sha256:9728b52eef6c8996a2f08381d30ab38e1f52b4a9a300f7b414128f8a807d8602

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.920523Z digest=sha256:e2e1334ceb4f74e53ad21b10d19321f116341d99316a9d270f97428737d09b4f

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=sha256:1fc7729bc344fc5e12c4bbed27778631b3a455ffe5a41ff116edd354a7678997

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.928338Z digest=sha256:d9a4d237b72085afae29d5c7ea64abe0daaa5015c7671e0f2fb42ab7198cf2a0

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=sha256:3087f8edaa54fb73eae40b29331b6db7170daf737a67116ece6ba7981510adbd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.935443Z digest=sha256:7e9cc3b6e571d42dedc26659a090754dd82f646f63b4ffc7f1173e87dea0b2a9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.938965Z digest=sha256:9719f5e0a37b296b2af219d0d831af0224e2dfad28910cc00bc1a67d9ba00208

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=sha256:7ccb6ee5fbd5d9b45a551fe4b383fa2d4fa42e0412dac611cffe80b0fc7817fd

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=sha256:0ded2a4c5bf812578f5cf5671efa65a19db881323161f00c6414c4b2b4b30481

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:b8a9b61e71f206de7a39d6f43aa8c666e7b44f05a24e7c76c0206f7f4eac233a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.954203Z digest=sha256:225083583857fabcf0e0809133a3b2225c80c951be062f24c845de8d8cf2e56d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.958632Z digest=sha256:91472ab011971fcf8bc84fc9370b821685abd4fd314a60271a7d13ebb6488db7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.962188Z digest=sha256:1a6d1a2fb3f24108c161234cd8fc9ab565fc0f133b97b8af6b8bb590033cb54e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.966295Z digest=sha256:7fc2d5ffb4f0f4ce2487a8033ea5e20dab8ba5e2c8a11440d61c553be144d509

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.970189Z digest=sha256:250de2b83af971e3d912304b4ef6325161b10fe5361b254497f95b8ba7063fbb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.973586Z digest=sha256:a1fe12f764ab5629f1ba033681f1edccea07725867e72a137a20901758eca04f

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=sha256:8a43c908785c0604d581cfbcaafc0fcdd9616cdb8beb3ca1686d35b6c7be8db8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.980967Z digest=sha256:5fe954b0f5783be217f9d08471b7ee93d38b49a5c94b0342ce648dc911f45992

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=sha256:42b5c4ea64c1fd9bfe463b038ea3682255d4e1262d140f5e881e226edf358e68

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.989005Z digest=sha256:ef305c247e7915aa4def852c7f18027aeeaaa8a5fe07c55cf072ffe44ce6c88a

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=sha256:8ffa37aea06fa5618b2b73a31ba7ee3840bfdbb0005057289ace2bba28597537

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.996184Z digest=sha256:3ba900843c07c77b52a5bdc071935690a3209c98faf390fdadc006f6a3973bca

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:14.999784Z digest=sha256:e8f44a9793ac4e3a47026a895dbb8c730f40a81e979d5fe50713282086f2ea3d

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=sha256:5e4976627491fa823870f67e0affc2ca1821ff3e8ef3bef5c15337ca0a0d3dbf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.007452Z digest=sha256:6f402900846a9bc768590c6f057a3be4f55470f59eba14b0e4426c351ad1a82f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.010959Z digest=sha256:bb2b4fcaa8bda05dc92e4379c51e2775cb5c5e7c64af455937a2e66912cf5cb4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.018808Z digest=sha256:4c3f4f727278a0491b2a86b3d712d6a408454710041b4328f89073f01594530a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.022572Z digest=sha256:716151349b347720d1087cc7d5ff62786a67485c16f59cbd8fe0fad16930a2a9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.026368Z digest=sha256:d9aafff70b8078cf43c179b4168bffa8486a1cc6e121e3bc1dadccb04807d9e7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.030734Z digest=sha256:6a1881c40b5ec48d4abb955e51449840a07409e2d3d2517849cd29ec842b445a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.035301Z digest=sha256:3d0a63ba7684f66a3de697022cafc004621135c575fca102e1e4c84ea519012f

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=sha256:5f76642a452f0118d9243901228c96f7476a558871912a2209c0f8dd07cad62c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.042936Z digest=sha256:61d8d7fa35a4bbb2b9b3f6773e4b4b6f403ce39c789e984a5a04c334332fef3f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.046764Z digest=sha256:6df39ebea6472fd07dcb7296c27462083b40f44c8adf817d3594d8441c0ce166

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=sha256:779147ebbc5a64ea1d33180774f0a4cf901234908344d96871088a0541e7e9d5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.054548Z digest=sha256:4d0bd433a4bbfa58f5bfd0de3c7598ced1a56a42ca5f88a15a670c67693ab541

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.059365Z digest=sha256:056c4bb29e4190b7d92d513bc26a39b2de7d831788b38ef725099d0fe6699af0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.063498Z digest=sha256:147ca3ddb06bc0487d3d848af5a7c294866f629d08e1ae35503b256bb056dff4

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=sha256:3326704ee05d0922159d1782a511259f32acb9d0779460155d3297010218b8ef

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.070466Z digest=sha256:5dc73c8d202a64416d8dcec4752984d62d981a8d9691c67ba16f490121ead93d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.074080Z digest=sha256:d318c1b4b87653d6e059c93cec4842c0da3757820738b289819334b4459aae8b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.077690Z digest=sha256:c322381e8ec09662de3546995cd626b518ab1b4b3978e89bff52885cfba102fd

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=sha256:4a4d7d70897fb44e97dcc6a843ee79baa03b3bb3fb3dbaedcda152f5a991cf02

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.084724Z digest=sha256:6ba48334f8f1abb71026433f10d8221a6997afed5bc09ad200e11014fd8359cf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.088495Z digest=sha256:a4436f9c3ad877e5dc3b92bb4480a3475100b23d63074aeba68cf56ff2b3948f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.092620Z digest=sha256:4c7083124d32441343622864895a78218e0866fc21d4e2261c11516515379aa1

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:d3f99cee16902abda3997f85ab9a5b674bfebd86dac30d097c34e4a3f75add15

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.099989Z digest=sha256:e062d11f60fd82b1635557ec865dba4b2ed3e8c36ba8defafb3677babbf8a202

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.103446Z digest=sha256:78a1fedd2ca14a192c79e3a6451603ffd0e8329631f0a43797af65c1a3ada276

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.106994Z digest=sha256:b2a558ddfeddbe910f37028d01b7a028d4bc7366c6e5ae580327adfcb0e210cc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.110408Z digest=sha256:0e85ca97b4c0a8a819faa51ad74c4bac493c03e43a7d5f8d97c92053ef99bbfa

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.113807Z digest=sha256:e2fd910e7ea8d111d75e45593df5410ec2a11fc84f02f080e3cedf75f8c2c338

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.117295Z digest=sha256:ec29b4b366186d57ca005dab200edde982e068d7e67d10979acb55acfaa150f1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.120849Z digest=sha256:69bdb0f9ed2580f7f0716269b5755922203ce3ce9cdef55439e7748ad12eb6e4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.124172Z digest=sha256:b48f5a495cdd322a704a1b018f5608498fa3d250e1fb62e2fdb6c09db124cb16

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.127446Z digest=sha256:94084d915951d58b89dc7d90b93108ff6b17c8f7feb4b681b4a90464b527639b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.133913Z digest=sha256:50309df9c0bc80d7e6a6edbf0aaad9774653822ab4972eac247acd39fb70830e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.136997Z digest=sha256:983b9d63c694df9361a657600a9500db5fdcf863610e3da0c54b2e20ae5e1d0d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.140521Z digest=sha256:aec0047e8b57a09dfb8f939fe8ec568ac6ab685e01a236a77aa3ada492805f65

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.015119Z digest=sha256:059aad7d3bf2f6d636bfeed6924d5e2b265d9fde543b5d41c5bd85a341b51ca0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T10:55:15.130634Z digest=sha256:7bff5ab9e283b1f2e3cd09dd45776ff18ef8e395e952892fe152200a9abbd5d6

Pith citing papers

No inbound Pith citation observations are available.