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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.867765Z digest=sha256:a9397afa8bc7f0da940b9dc18dbd5f3f0025e7c6bb19562e3ce3b98e4aa105be

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.872066Z digest=sha256:5245219e7bcc435b9d1a13bf83772ae871771d341ec9937b561e37fd14fedba1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.884999Z digest=sha256:2bad0a0900329c426cf7cffa88b374548c3586e50be01568d72966e8ed1b319b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.889154Z digest=sha256:5268eeef0ed8eba5fa7aab739323d92b7776d00497acad3ce4eced7644a141a1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.908632Z digest=sha256:2a963b0caff879e49d0cc140c9c7ba8dcedce6db0f9f9252b63a4ee21bcd7aed

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.912776Z digest=sha256:329d86bbc2f2a8d5deea282acb36f38dcbbadd39b520c86159761c8e4a288ee6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.920523Z digest=sha256:a41c582e0c0a455f73979e7794496468cbae0567112ba8a219f0440017dbb5d4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.928338Z digest=sha256:b5e9138c6b691ca229c2937fbb7afa1c333ca2738ec6d4e6be796e2363dc5480

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.935443Z digest=sha256:8277d9be4d12cb4a25b0588331a4aae2400ae067748c61dc0475f77d6581986a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.938965Z digest=sha256:da747376661356ad647fa39c0acc57547d97574db35a39991c451593c5225d2b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.954203Z digest=sha256:da8e4079568fcb12f6f4252433ecd0f2f00888fa5d7ff0381ea0d819829ee406

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.958632Z digest=sha256:104326b333243271aa2bb2fbd9bc083f209e616c0524e1af7be6023bf5d52284

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.962188Z digest=sha256:465569497450fc7b3fa7ff94ad28cf82d4d19f1ca4628bf67f065256c05fdb7b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.966295Z digest=sha256:2ab04c07ca4653d7f1efa8ab12c6c7cd7e42d74384074f56e75b7af5755a4302

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.970189Z digest=sha256:547a644f5e6354497d2fff3aa699e2a9b104212379da252d89b0484690e0204a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.973586Z digest=sha256:2a54a8c46e1a1be5e20995eec97884f218fb263ef1f0750d6f80d62275681c32

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.980967Z digest=sha256:c1748e085b2280b27075fd720bc49f08f0b88e2177e152bfd0362646a92f41e4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.989005Z digest=sha256:68ccdca38faf39a7f5b4d631c128fc657115d3ab6f7b081abb98525131698bb3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.996184Z digest=sha256:0ab2c92e0931c5433729641332f378b5a8ade5cd3892aec3712ef1e671da463e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:14.999784Z digest=sha256:e0ec47f54ba05d4177dc2ec2525f5e2a71994cd726c4f21639ad524354d6e87a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.007452Z digest=sha256:ab2d8fc854f6d6b78fed1fccfb6c736fd226f1bc64bac7edac56daa419cae74b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.010959Z digest=sha256:55593db19ec4f43ddaf00361563f0f30ac64c461200894625576279f00a0bcc6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.018808Z digest=sha256:ec8b71e38ac9dc66283710cdd4d8d12ddca49c678befa83672b0d25a6804499c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.022572Z digest=sha256:6aa4be81e75878db390455a8ae0c4330e8a30321b0e21a9261c14035f3ef147e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.026368Z digest=sha256:d0712356fc69d1fcb7aeb7b5dbd71b3afec6bb108059ab49e8eaa2c945b7335d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.030734Z digest=sha256:f5a49a89ed4c1e5f2ecfc54a8a7cf5f25cfcbf7f4153c4186568671314285a5d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.035301Z digest=sha256:4587c3705d21a2361813a4666d03fe44501f035f532e0a1b2f4216f3c45ce31f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.042936Z digest=sha256:793f04bebfc92f3a21f8d58ad0a871dd1d06cc6522e88972459a282ad698a5e2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.046764Z digest=sha256:c6e042826e435bc666e86751894e5dab3fa39734f4ea2228a9b199bd6e78db48

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.054548Z digest=sha256:532a514111c2aa980e5c6436911b7c3ff0bba767885aeb8fdf4469e5bfb473ac

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.059365Z digest=sha256:9c89d794c24613b8ef94e65c80a9cccc5f34e464f3039b9a767713682b39f974

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.063498Z digest=sha256:bfdc9e8007d6b7ae93e51f31314c56c95022f5a04c77f4bcfa720ef92d9431a6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.070466Z digest=sha256:6bd5d695d2d9640f66c7f6d95009fef10bbf5795d0c66346876259b7197ac46b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.074080Z digest=sha256:ab8ec08c041ac9b65ede62ff7ee7af1f3de0b1726c9576aed4a41113bd94f88a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.077690Z digest=sha256:a4593f1680508ed0362718bfad122266ff2ede275e193b481eccc1b85e419808

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.084724Z digest=sha256:4ab7e57ea7b3670669bdb5133ad46ad83b4de4dbac807154e26c6d6ada846582

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.088495Z digest=sha256:7d63236955a69c6627b0c117caf72ca9fac26e326f5af65962afdff672963356

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.092620Z digest=sha256:4b13abfeee2129ea5d8c483fe430f204fc55f5f1727578492c203bc301083e7d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.099989Z digest=sha256:9a56bc204a12fc92e26eb02cbf24e8e953d03c7928356a7f74c8807fea3d7727

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.103446Z digest=sha256:1cc2c1ff853b5f7362e0d191dd30dc1f3b1e68132bc9cd6ad5666a45fbbf7985

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.106994Z digest=sha256:8f7a256872ab5277bc267e529e9515c050438b0dc75ae7c96262e1beeb672530

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.110408Z digest=sha256:7a7e74fa9096896abbc502ec31e4b135b44522e42a7e2f2aa351dd74e855bdc9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.113807Z digest=sha256:3ff41d884257f03771fa3f1224b7240811ebf06e7ac4a842b3786f61754d1f1f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.117295Z digest=sha256:f6c6bc5f2d8d264b1f190b692c31bfaef999f86c2eb72d93458131925ce91de9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.120849Z digest=sha256:f0a8664fd2600d56bbb870b78c2ab9454a338ff4b259f2ae3eb42f2af9649174

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.124172Z digest=sha256:e492e599799adcfac224e4a235be7eefe837718141711b660c32f09a07f45982

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.127446Z digest=sha256:f1f6c9b3b615e14a24d076cb3e897ff8dd62602a9aaa97a832d62a5e1044fc63

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.133913Z digest=sha256:6aa55bf85de749e56f02de252ffb6da82fb4a969056b869b30f6e932ebc3d873

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.136997Z digest=sha256:f006e4edf70973f4de08eb6cdba280273d807af2b62e4fc4bf543a196ad70a11

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.140521Z digest=sha256:4a3610976d23ac993e564eab0c0c986879dfef10ecf3d70f0ce38666d8ae3194

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.015119Z digest=sha256:c461f265cebf035e68861a3fc18ce54a7c0374b09173e4dd463f58eb8dc2862e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:55:15.130634Z digest=sha256:4d6169e59109634f59b101c2193104485324e7239c8a2f9fd4acb7bf71226826

Pith citing papers

No inbound Pith citation observations are available.