Pith. sign in

Paper Citation Record · LEDGER

Federated Learning: Challenges, Methods, and Future Directions

As of 14 August 2026, this Paper Citation Record lists 100 of 141 outbound references and 3 inbound Pith citation observations for arXiv:1908.07873.

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

pith.paper-citation-record.v1
1908.07873 v1

Coverage vector

measured 100 of 141 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:57:36.313408Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:47:35.006814Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T19:47:18.791263Z

Reference resolution

100 of 141 outbound references displayed

  • verified exact6
  • verified fuzzy5
  • unresolved89
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b2955b72-0261-419a-a1f5-eddf9dcbc5c7 · outbound

This paper cites URL https://www.tensorflow.org/federated.

Federated Learning: Challenges, Methods, and Future Directions URL https://www.tensorflow.org/federated

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.933046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.933046Z digest=sha256:76c08a39ca2075a23bd9e9c1a1425443b17864393610306015623add317e5e73

Observation 2989fb09-010d-41f2-938e-f444bcd7fcdd · outbound

This paper cites Abadi, A.

Federated Learning: Challenges, Methods, and Future Directions Abadi, A

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.938293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.938293Z digest=sha256:243a559fd49d3781c6d973db4eaaaa82b72455c609233b1dee537b2a4d53c374

Observation 60389532-631d-4354-ad13-dfd06150bae4 · outbound

This paper cites Agarwal, A.

Federated Learning: Challenges, Methods, and Future Directions Agarwal, A

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.942942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.942942Z digest=sha256:c3afd3bdc43fc3068b5b495f5da9ad93ba2583be33ccee509be05bafcd3b856a

Observation 9536e541-37c6-4e30-ae4e-18a7e1257fcc · outbound

This paper cites Agrawal and R.

Federated Learning: Challenges, Methods, and Future Directions Agrawal and R

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.946687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.946687Z digest=sha256:687b2f1063f73bc4af2a4ac8c38705b8c3ea648a4d8d8ef1accba0e42da79143

Observation d54f832f-9ae6-45b8-9464-6965d01ac978 · outbound

This paper cites Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System.

Federated Learning: Challenges, Methods, and Future Directions Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.950581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.950581Z digest=sha256:c88f071152197af8fec166d6870a8927329fc38415c5816c4282b7d6e6c33b1d

Observation 0ebe6acc-d922-4264-8c0a-7c2f8d5db218 · outbound

This paper cites Anguita, A.

Federated Learning: Challenges, Methods, and Future Directions Anguita, A

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.954863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.954863Z digest=sha256:acc6d7644a7e8e999409dacbecead3a050c06b7fc6eb227c25fa21182d6e4029

Observation bc2a9531-e4f6-4048-a3d8-732f2daad60e · outbound

This paper cites Bassily, A.

Federated Learning: Challenges, Methods, and Future Directions Bassily, A

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.958860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.958860Z digest=sha256:b362c5bfe6dd67aa8aec5778cb4839fdf712fc9c2cb96bcfd847805ce46f874b

Observation 2914d106-4bde-431d-b43a-4084e449a710 · outbound

This paper cites Protection Against Reconstruction and Its Applications in Private Federated Learning.

Federated Learning: Challenges, Methods, and Future Directions Protection Against Reconstruction and Its Applications in Private Federated Learning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.962840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.962840Z digest=sha256:d18048e989cb9e42bd69fbdd8fd27b8e3cb06b4a3ea4423539e71217a4d11f30

Observation 22b59ac6-ab5a-4dcc-a799-b6ef1f9c4ac4 · outbound

This paper cites Bolukbasi, J.

Federated Learning: Challenges, Methods, and Future Directions Bolukbasi, J

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.966715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.966715Z digest=sha256:906ed751b4d3e9008c659f7f858d424c6a5573b15d5455270fed01d553625600

Observation 6d09f09f-e283-42cc-aef2-1d2da2a85c47 · outbound

This paper cites Bonawitz, V.

Federated Learning: Challenges, Methods, and Future Directions Bonawitz, V

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.970057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.970057Z digest=sha256:52ee6aa08c4b9414a331783693a2d2209a8378629472b9ebfbe92c3f86b000a0

Observation 1d40715e-ec2b-431d-ba57-01baca8c3de9 · outbound

This paper cites Bonawitz, H.

Federated Learning: Challenges, Methods, and Future Directions Bonawitz, H

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.973684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.973684Z digest=sha256:1997c421f0f0b238859a2cfc4149561958a1e3ed7f7df11f2cc808f39fda406f

Observation 0946d275-7b2a-4293-9776-773ddd827ba3 · outbound

This paper cites Bonomi, R.

Federated Learning: Challenges, Methods, and Future Directions Bonomi, R

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.977200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.977200Z digest=sha256:53287a8dc99df827ff3cbdd50e1d7ec8368002c1a278e541e83bba008bbbcf78

Observation 1a5af51f-51c9-4487-aa9f-8e0d43cd4909 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.980627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.980627Z digest=sha256:ce5ae449d43967b394c459c64f3155a637bc9945b186be3d674b34a9ae45a8ab

Observation 4a26df15-88d6-47cf-ac04-9ac4190b2921 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.984353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.984353Z digest=sha256:b69ec0e1357299568a9619ee0d90a6c3a5b2dca1c9e7e504c7fde1a5f4f43b71

Observation 4066ab26-852b-4a19-90ac-fc546294358c · outbound

This paper cites Expanding the Reach of Federated Learning by Reducing Client Resource Requirements.

Federated Learning: Challenges, Methods, and Future Directions Expanding the Reach of Federated Learning by Reducing Client Resource Requirements

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.987800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.987800Z digest=sha256:7fb65c47974d32e5d83d4717900596704a03914228690f1d8af5a0cd015b9e4f

Observation 4466b572-099a-425d-a2f2-d55025b52be8 · outbound

This paper cites LEAF: A Benchmark for Federated Settings.

Federated Learning: Challenges, Methods, and Future Directions LEAF: A Benchmark for Federated Settings

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.992157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.992157Z digest=sha256:2ccddd04f17f649f3ea8a6b8dd19bbd8c32b8662b098b1809a8f497c91bf2e91

Observation 267d95bd-43df-413d-8b14-c225c992a54c · outbound

This paper cites The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks.

Federated Learning: Challenges, Methods, and Future Directions The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:35.996660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:35.996660Z digest=sha256:89ed5948566995806a7bb19ce5ff1a6574a782570afe81f1c69b421140f0cce8

Observation 8fd2c13f-242f-484d-9984-cef2b7dd8304 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.000945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.000945Z digest=sha256:fe8e3c7db0c3dac2a2f08777389422139d88f2eed1af958e4e7dfeabbd927e84

Observation 424421b8-b852-487e-8dc2-691644bc282c · outbound

This paper cites Castro, B.

Federated Learning: Challenges, Methods, and Future Directions Castro, B

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.004561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.004561Z digest=sha256:6ccdf52a0d70fc0e57b3c24c9e7dcd0f43c63a81231757a4c4f030cfc1daec35

Observation 43c3bc33-80a2-4e05-a699-c4a1b064a06c · outbound

This paper cites Charles and D.

Federated Learning: Challenges, Methods, and Future Directions Charles and D

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.008133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.008133Z digest=sha256:88e07b4b66ce422cf08bcb4ffc05fef147bcf59691fdca9079b30888a7999028

Observation d1afde38-0705-41bd-bec3-6cc42cca5f88 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 21

Resolution
verified exact
raw_fallback, observed 2026-08-14T11:57:36.886062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.011408Z digest=sha256:72f98e2b1f1f03fabaae9e7948c9c96bd58d897d418e347fdbf1fd664082c69f

Observation f8e81656-6e23-45c9-b49c-339368c0ffe3 · outbound

This paper cites Chaudhuri, C.

Federated Learning: Challenges, Methods, and Future Directions Chaudhuri, C

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.015135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.015135Z digest=sha256:8ba0b989f9d2d36f788ec991d033b4dd8534495f4cf4c0a7ef6edf1a88a1938f

Observation d16485f8-8b9f-42e7-91da-02426aff5cca · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.019448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.019448Z digest=sha256:87ba3996850dc272f712f9b4a81968249246d9ff19dd3b322ffc39eda671874c

Observation 490e6733-60e6-4e91-beb0-5b11d2cf5bae · outbound

This paper cites Federated Meta-Learning with Fast Convergence and Efficient Communication.

Federated Learning: Challenges, Methods, and Future Directions Federated Meta-Learning with Fast Convergence and Efficient Communication

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.022735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.022735Z digest=sha256:f1d7330e9ff315b22bf906f0d32040bde8db8f2f33258e12e099deb6cfe65f19

Observation 0845d26c-0c23-44f0-85bb-5df1a80664e8 · outbound

This paper cites Secure Computation for Machine Learning With SPDZ.

Federated Learning: Challenges, Methods, and Future Directions Secure Computation for Machine Learning With SPDZ

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.026565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.026565Z digest=sha256:9482c456090c16f6b3c1561f5070e6010f6c8268d10857f126c14f36312791fb

Observation 7c39854b-f47b-457b-9b7c-878d54ad1c80 · outbound

This paper cites Variational Federated Multi-Task Learning.

Federated Learning: Challenges, Methods, and Future Directions Variational Federated Multi-Task Learning

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.030449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.030449Z digest=sha256:01e67d05b4a16017045197e1a5f8b27df897f0bf81b8bec066299c9ae0ee8fd4

Observation c9ba3d8a-3480-4107-8016-f88b50c8794d · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.034083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.034083Z digest=sha256:0c54f39e8e2ba16a49e148e0037e328be70877e066dc78f4c42ef6cd566142a9

Observation a976053d-cfa0-4cd7-a65a-b7c62a1646ed · outbound

This paper cites Dekel, R.

Federated Learning: Challenges, Methods, and Future Directions Dekel, R

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.038059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.038059Z digest=sha256:590da86fd0d235934f2eaff27e3ae69fffb2d7abd0c49d9eb83ca96351e7803d

Observation b6ad941b-760e-4b16-b14d-1b4caf983147 · outbound

This paper cites Deshpande, C.

Federated Learning: Challenges, Methods, and Future Directions Deshpande, C

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.041845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.041845Z digest=sha256:0043c61c2746f1b380a74d3f3760aa710f63b4114fed8c404323736428b85aea

Observation 58cbd7cf-5827-4cb2-a7c8-545938b7e6e0 · outbound

This paper cites Duchi, M.

Federated Learning: Challenges, Methods, and Future Directions Duchi, M

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.045972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.045972Z digest=sha256:62bd2a883db308e74af991a7da3e7019ac992b8524906baca5bbfbd9de80e6ce

Observation 17421600-06df-4303-aec6-a20c9a0999c4 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.050025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.050025Z digest=sha256:acc18994f2a622bfdc15150233e47e1bcd2690b9cee67501af98b58b6b95aeaf

Observation 0a1f68b8-0cb1-4126-862c-9dac0cd71fc5 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.053897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.053897Z digest=sha256:e2a80e7d4407f339a3e590932b6043f382845803721275473c8b977b75f951a8

Observation ba503359-4e0b-4874-a87a-a775413d5f30 · outbound

This paper cites Dwork and A.

Federated Learning: Challenges, Methods, and Future Directions Dwork and A

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.058148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.058148Z digest=sha256:10dcc1e7a4265e610ff852b8f7afbedca2488ab9c032392e7b544b8e757d6f85

Observation fe0f3ee5-2d96-4fe4-9c63-f8bb41b87905 · outbound

This paper cites Dwork, F.

Federated Learning: Challenges, Methods, and Future Directions Dwork, F

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.061704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.061704Z digest=sha256:f72ea7f3174d69ed9520266da8c9ec6ba52bdf851c4ed3140813f2a8bf65a003

Observation c61d1796-f073-4c4f-8ced-dd03e3d98f11 · outbound

This paper cites Eichner, T.

Federated Learning: Challenges, Methods, and Future Directions Eichner, T

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.065955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.065955Z digest=sha256:6282e72c1d5c9775f40096f60286b114362974a4ff51b4fe17d2c3d6ded19048

Observation 8c84a5dc-75fd-458a-a8bb-7d4be1766d4a · outbound

This paper cites El Emam and F.

Federated Learning: Challenges, Methods, and Future Directions El Emam and F

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.069927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.069927Z digest=sha256:90ea984fcc7ea017d0534d743268bfdc632feb69a2165a0887aa3d89bcd9b536

Observation f4b525d0-7006-4be7-b66b-05f2a5efb75f · outbound

This paper cites Evgeniou and M.

Federated Learning: Challenges, Methods, and Future Directions Evgeniou and M

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.073789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.073789Z digest=sha256:dc5dd6adde5f3f79b9301892b7e4b272abfee00c4c6abbe78637fe29d46a0791

Observation 852817a0-c9ed-43a4-9768-ffc07850f8f8 · outbound

This paper cites Feldman, I.

Federated Learning: Challenges, Methods, and Future Directions Feldman, I

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.077502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.077502Z digest=sha256:a94b97c5f148a4f9ab1dcccaa70724a627e87c613e836655a668f5485485d2e0

Observation 7e7ea2e1-779e-40a7-81e7-6a5c3176e936 · outbound

This paper cites Fredrikson, S.

Federated Learning: Challenges, Methods, and Future Directions Fredrikson, S

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.081609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.081609Z digest=sha256:e006c7513b0c74618cc67c76dfd090aa36af1ac670756b18291841e73d3d6fb6

Observation f9427ccc-858d-4a53-b8b3-d0cace576bad · outbound

This paper cites Garcia Lopez, A.

Federated Learning: Challenges, Methods, and Future Directions Garcia Lopez, A

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.085473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.085473Z digest=sha256:344efd6e690c48b1720d02f5591fc38a7d8acb2442ea746b9e27a90bf74256bd

Observation d15023b4-284e-4d53-8306-774dcdb8afaa · outbound

This paper cites Differentially Private Federated Learning: A Client Level Perspective.

Federated Learning: Challenges, Methods, and Future Directions Differentially Private Federated Learning: A Client Level Perspective

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.089447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.089447Z digest=sha256:d32315ade95f488acfca3fbf26de7e7a3ff838e4290f00f05ffb2993e62c60c8

Observation 8ffa1c18-8d12-4cde-91ed-515fc1fd9ff2 · outbound

This paper cites Scalable and Differentially Private Distributed Aggregation in the Shuffled Model.

Federated Learning: Challenges, Methods, and Future Directions Scalable and Differentially Private Distributed Aggregation in the Shuffled Model

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.094013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.094013Z digest=sha256:47f3b48e37aa3e0cadc81d20778cb6728d441d02748acfb2107da0d7be415411

Observation 5cd6cc37-f260-4bcd-9649-62872a68473b · outbound

This paper cites Goryczka and L.

Federated Learning: Challenges, Methods, and Future Directions Goryczka and L

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.099364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.099364Z digest=sha256:d49f42eeb47e48517afcf9587fcbe0493be2c1b26e568ea21f17abcdb420a813

Observation fe22140d-db45-455e-9b7c-4ed4873e2714 · outbound

This paper cites Model Aggregation via Good-Enough Model Spaces.

Federated Learning: Challenges, Methods, and Future Directions Model Aggregation via Good-Enough Model Spaces

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-08-14T11:57:36.745767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.103449Z digest=sha256:6e1d96ea66ddb9b559c31d9df2c9b06fabfa0cc3a0622f55df74f4fe78e6e26b

Observation cda7b228-46bc-4142-9c14-db424c4446b5 · outbound

This paper cites One-Shot Federated Learning.

Federated Learning: Challenges, Methods, and Future Directions One-Shot Federated Learning

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.107494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.107494Z digest=sha256:ce25bd56acecb262a55b1534e76166a4e03994b055cc938cf2f80d3def5a0b48

Observation 5d31cecd-482e-4deb-86a9-8af363269930 · outbound

This paper cites Federated Learning for Mobile Keyboard Prediction.

Federated Learning: Challenges, Methods, and Future Directions Federated Learning for Mobile Keyboard Prediction

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.111471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.111471Z digest=sha256:5d446d5bc1a53be4ead4f6359380b95dfe152f4eceddaf23530ed0a6b02c143c

Observation 92eeebe2-1a71-4f6d-8951-7e993a96ee72 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.115516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.115516Z digest=sha256:d2656d0956d3273f08fe398f85a68747bf94a1ae0c6ac8086d69f54b3938c843

Observation d344b979-2aac-43ee-a70e-c20a76747142 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.119168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.119168Z digest=sha256:5941bc47ed28cff08db0c7027921ae0f8083a405312cf606fff30d1eb8daa009

Observation 1ac3e5fd-0cfa-42a2-ab4d-bb89915e5774 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.122950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.122950Z digest=sha256:3e9bafe8c11af00e304109e75e1ad03c99899b5a9251b7b825854485fd11bd33

Observation a6758dee-3da0-4185-92e6-c6fc2a839c54 · outbound

This paper cites Huang, F.

Federated Learning: Challenges, Methods, and Future Directions Huang, F

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.126712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.126712Z digest=sha256:088d695f5e3341b8fba396ec7e32caf14a444e4a2d80f95a37fa6e11f11d8e7a

Observation d2c699c8-1cf6-4888-9680-3f894d071017 · outbound

This paper cites Patient Clustering Improves Efficiency of Federated Machine Learning to predict mortality and hospital stay time using distributed Electronic Medical Records.

Federated Learning: Challenges, Methods, and Future Directions Patient Clustering Improves Efficiency of Federated Machine Learning to predict mortality and hospital stay time using distributed Electronic Medical Records

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-14T11:57:36.711481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.131454Z digest=sha256:38df4909b91d22a7b0a269b237cdc1ef5ef992870fd9490fcb5870ef16841843

Observation eac7a29c-71a8-4e82-8ea9-459b6bd5034c · outbound

This paper cites LoAdaBoost: loss-based AdaBoost federated machine learning with reduced computational complexity on IID and non-IID intensive care data.

Federated Learning: Challenges, Methods, and Future Directions LoAdaBoost: loss-based AdaBoost federated machine learning with reduced computational complexity on IID and non-IID intensive care data

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.135995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.135995Z digest=sha256:e76f0d5e210e8064692d652ef3e7dce8072929c68763daacd4e58e96ecff87a1

Observation aed4b3bd-622b-4ca9-8af9-339ced3d9755 · outbound

This paper cites Iyengar, J.

Federated Learning: Challenges, Methods, and Future Directions Iyengar, J

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.140213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.140213Z digest=sha256:c6768d8fd08fbc6a7fa7895669387a88b7f4fb8720aa56b7a36edccbd9714a65

Observation 6e478793-7ed4-4177-8e46-4204c520e99a · outbound

This paper cites Jaggi, V.

Federated Learning: Challenges, Methods, and Future Directions Jaggi, V

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.143712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.143712Z digest=sha256:94de0462a7e0bdc2e6b45dfd2edd770146199c93a05296473a1417d45951c33a

Observation 9d4068a9-d181-49c1-9007-59a6408ccec1 · outbound

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

Federated Learning: Challenges, Methods, and Future Directions Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.147010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.147010Z digest=sha256:3e77a0a3cefe4428b973a525141dea79d34fef95be85ec66962ab43999838850

Observation eaa53c08-c265-4849-91b6-d25b4a2915ab · outbound

This paper cites Jiang and G.

Federated Learning: Challenges, Methods, and Future Directions Jiang and G

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.150448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.150448Z digest=sha256:38dad061ea857e2251304c0b421b693487ad457c2e159d8c1e917a6a3c3e41e9

Observation 687d24f2-5c6c-4ae2-a271-00943091458b · outbound

This paper cites Incentive Design for Efficient Federated Learning in Mobile Networks: A Contract Theory Approach.

Federated Learning: Challenges, Methods, and Future Directions Incentive Design for Efficient Federated Learning in Mobile Networks: A Contract Theory Approach

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-08-14T11:57:36.678882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.153902Z digest=sha256:d94a513b194ed8ce10bb00162920af09f64561d5fc6e7ec32390b1fef32dc899

Observation 1e875a4d-10af-4327-8c2e-460bce95b5ea · outbound

This paper cites Adaptive Gradient-Based Meta-Learning Methods.

Federated Learning: Challenges, Methods, and Future Directions Adaptive Gradient-Based Meta-Learning Methods

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-08-14T11:57:36.663830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.157541Z digest=sha256:2715adb5855012bbb50e2d35212ac041a486af3a1e26a8ad63d31c6420304385

Observation 6a1a4b47-0c2a-4808-bb99-b31f7c9c488f · outbound

This paper cites Federated Learning: Strategies for Improving Communication Efficiency.

Federated Learning: Challenges, Methods, and Future Directions Federated Learning: Strategies for Improving Communication Efficiency

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.161150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.161150Z digest=sha256:01276ac499d905b0d5745fc111c008528b2c771ab810f9eb174059ea9b090a43

Observation c6ba3e49-832c-4404-9bba-e4f2acf8239e · outbound

This paper cites Kuflik, J.

Federated Learning: Challenges, Methods, and Future Directions Kuflik, J

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.165025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.165025Z digest=sha256:ca0a6bc27031281b64e37c05669290c82c3530e870ddb22c159ed533ab587828

Observation 3cf188e6-821d-4666-9c28-1dfff837893c · outbound

This paper cites Decentralized Bayesian Learning over Graphs.

Federated Learning: Challenges, Methods, and Future Directions Decentralized Bayesian Learning over Graphs

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-08-14T11:57:36.640070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.168510Z digest=sha256:4a715616dfae7b4acae6fb0946453be21dc282d810f3882442d35a815ca51ccb

Observation 71ca5ac6-3b14-4d0c-9b35-fa01d2137eb1 · outbound

This paper cites Lee and D.

Federated Learning: Challenges, Methods, and Future Directions Lee and D

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.172049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.172049Z digest=sha256:c6f7d0da493e0321d9b7389de023c3909649a93a9861828918e2528637413fe0

Observation f9cc0a13-5be7-4514-b5dc-a7954773f85c · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.175264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.175264Z digest=sha256:53c2d75e18fe368dd9ff501cd292630c03f3014c8a2dad72a59bd5cb05dfcbb8

Observation fa70bf92-543c-46f8-ad5c-09c99f39009e · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.178539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.178539Z digest=sha256:c6136a6deb32efe0ecb807220824fe1eeaeff997edf6492892a175908d5a1a55

Observation 6926bd58-099f-446c-a6e2-d8d8399f2f8f · outbound

This paper cites Federated Optimization in Heterogeneous Networks.

Federated Learning: Challenges, Methods, and Future Directions Federated Optimization in Heterogeneous Networks

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.181970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.181970Z digest=sha256:e28ed16181c5c98e19015e1cda046cfc543d9c1fc4727788655f3ff169f00494

Observation 5553a780-a77a-4813-ba1d-be1298f3a251 · outbound

This paper cites Fair Resource Allocation in Federated Learning.

Federated Learning: Challenges, Methods, and Future Directions Fair Resource Allocation in Federated Learning

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.185885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.185885Z digest=sha256:a98ba56a76f5132ff3ca323ac76724ea12195cf5f533578bd1f7529a2c9f211e

Observation 0cf5784a-4f5f-4c05-bb18-3c9d6b997623 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.189552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.189552Z digest=sha256:1f192e6efa0b30152e5c990ad3d2990e2a2fa0933405835b4121c3ebe2bda336

Observation 17a061b5-338b-4b9a-b1ed-53ba7dfc0f58 · outbound

This paper cites Don't Use Large Mini-Batches, Use Local SGD.

Federated Learning: Challenges, Methods, and Future Directions Don't Use Large Mini-Batches, Use Local SGD

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.192943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.192943Z digest=sha256:b4eb0877dd4a65f6a87b44c3f07cdaf2940cc322db2fe2b8b2c7caca1228aba8

Observation 662de79c-7b74-4d9e-9576-5597ca6829d9 · outbound

This paper cites Lindell and B.

Federated Learning: Challenges, Methods, and Future Directions Lindell and B

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.196616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.196616Z digest=sha256:e35ee944cc92c69722e64fdb2d2e9e9da868951cb5a8bbe74cee8af8ef669929

Observation 7656c601-4fd8-4b24-8b75-9f54a384ce07 · outbound

This paper cites Client-Edge-Cloud Hierarchical Federated Learning.

Federated Learning: Challenges, Methods, and Future Directions Client-Edge-Cloud Hierarchical Federated Learning

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.200025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.200025Z digest=sha256:7809e49e98a1052275d056124941d4df2ccb5f75fd3aa241bcd2ad04827990ef

Observation 8360c415-7f31-46f5-9298-89adda36de58 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.203586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.203586Z digest=sha256:6a5aa05bb7a1932cce128745530ddd933b661f0703742e94e6f2ebde2ab9f4a0

Observation c9b8e75d-ba56-41c9-947d-a15ac6d411b6 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.207156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.207156Z digest=sha256:1a832301332963f8a3e6207b0a07c153184df8606a6ddeeaf10c25bdf4524df1

Observation e75c71eb-bc6c-4344-8de5-f7bc50a40352 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.210851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.210851Z digest=sha256:169ac659586ff3aeeacad46b8068825a355a2b518f44aa641a5872f31f00c578

Observation 80c51dec-095a-45b4-a10d-195232a60c4a · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.214339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.214339Z digest=sha256:608679d185d03a2ce98429e1e0f7fbfd5521c9984dfbd269acfcc189a9aa412f

Observation 13c70fdb-a3b2-453c-8c1f-d78f9d85107e · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.218260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.218260Z digest=sha256:7061171829dc04f660ec790fd158af59af7663569d6b585cdde0ff40b4b287fd

Observation ea83c5f1-af50-46bd-b7f8-51d4abd480a4 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.223059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.223059Z digest=sha256:7e7c2948482467180950efc84779f311e79e7adb951ad1f61ed3281218c31e20

Observation 14dc6466-8e94-4f15-86b9-76ec63d77879 · outbound

This paper cites Melis, G.

Federated Learning: Challenges, Methods, and Future Directions Melis, G

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.226936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.226936Z digest=sha256:52e518f7a081ccc5ef2a1c23138a75813ae9d1e97b5bc4e2a73aa83734a55aff

Observation 20291f6d-0668-4b82-bf73-80cd4991aa4e · outbound

This paper cites Melis, C.

Federated Learning: Challenges, Methods, and Future Directions Melis, C

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.230564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.230564Z digest=sha256:8e866ddb1228208085dd94210f1636c7863dee6b7b60c665f5900efb47ac61cf

Observation ae2022ab-c378-49c9-ab70-257ed25d3178 · outbound

This paper cites Mohassel and P.

Federated Learning: Challenges, Methods, and Future Directions Mohassel and P

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.234152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.234152Z digest=sha256:5f93e1b3ac15904de094fc2ef809d6369c5fcd4061427ad00682c001622488dd

Observation 7f594eb1-8000-4058-8035-8f818821f649 · outbound

This paper cites Mohri, G.

Federated Learning: Challenges, Methods, and Future Directions Mohri, G

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.237775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.237775Z digest=sha256:140fa6e72dd6669c6691b8e60c95a1022516fab03948f2d878a469bcf789e2db

Observation b6ef0a42-c300-4d66-8b03-2fb7fe2a8031 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.241524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.241524Z digest=sha256:05d1ee7134ca4b581f6642defd63116696bf36c25fbf37d4b1749e14b4bad9b2

Observation 4bc52b20-419f-4572-b52d-e703286d1ba2 · outbound

This paper cites Nikolaenko, U.

Federated Learning: Challenges, Methods, and Future Directions Nikolaenko, U

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.244842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.244842Z digest=sha256:248641aafd394f6178886ae036753d4b0eff3de78851e814965b4cd07a0f60a6

Observation dbeb0b22-2fbb-45d6-afb2-49ec5dc33688 · outbound

This paper cites Nishio and R.

Federated Learning: Challenges, Methods, and Future Directions Nishio and R

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.248408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.248408Z digest=sha256:e350f1493930b2f732dd6c414dee8a69c798e97e9c0bc363c94c4c0a1a521ba2

Observation 6e928574-0705-4626-89b1-84bb25eee5b6 · outbound

This paper cites Pantelopoulos and N.

Federated Learning: Challenges, Methods, and Future Directions Pantelopoulos and N

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.251934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.251934Z digest=sha256:9afaf5f91e0cdef87ab95fabab4ee1130b1df6bc6d2d9b92ac7e2cbf07de0772

Observation ed9eaaa6-585d-40c2-906c-0d469570b02b · outbound

This paper cites Papernot, M.

Federated Learning: Challenges, Methods, and Future Directions Papernot, M

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.255315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.255315Z digest=sha256:73d11822bd9ccb564fce35206f677f8d396c98dafbcc6ec745c96e275e6a032f

Observation d36527f8-45b0-45cd-bcb7-469e9d18f816 · outbound

This paper cites Papernot, S.

Federated Learning: Challenges, Methods, and Future Directions Papernot, S

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.258925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.258925Z digest=sha256:5f84e411c06e9a44d1e41aa74537e7e4b7c68bdec4aa92c1318f69b411d8ccc6

Observation 32d8eca9-5a53-4e7b-8888-9b7472283091 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:57:37.396264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.262269Z digest=sha256:8f25922765c3281fd68ff25c6bb811df5fc00c57f67b0c8832872976a8f7fccb

Observation e91b486c-5807-4c72-b275-67ec46ee1812 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:57:37.386546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.266549Z digest=sha256:41f3ce0d0af036525b5a1bae4e6fbf2841877d3a644df2e186407072ad4f07c3

Observation 5e2d0f71-eca3-4352-bd03-62bece8d5879 · outbound

This paper cites Federated Learning for Emoji Prediction in a Mobile Keyboard.

Federated Learning: Challenges, Methods, and Future Directions Federated Learning for Emoji Prediction in a Mobile Keyboard

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.270811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.270811Z digest=sha256:7b7f59f73e3953ec13fbb71a3a96724cad1dfa10f0585d318f29e748cfc7f194

Observation 030a2c94-561e-4c7c-b951-4192d01f54ce · outbound

This paper cites Rastegari, V.

Federated Learning: Challenges, Methods, and Future Directions Rastegari, V

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:57:37.377170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.274627Z digest=sha256:0c45d8439cac2bd6ebb97769a5e604e5d32b3dca815c6931e85e9e90b738e84e

Observation 5e97a3eb-a042-4280-930b-ae97dbd2fc0a · outbound

This paper cites MLSys: The New Frontier of Machine Learning Systems.

Federated Learning: Challenges, Methods, and Future Directions MLSys: The New Frontier of Machine Learning Systems

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.278976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.278976Z digest=sha256:a3f4133842bd3603340b864d5b8268e9baa397644afbb27e478fd1ee8acd152c

Observation deb2a656-c0de-42db-9e82-a796a0f990bc · outbound

This paper cites Recht, C.

Federated Learning: Challenges, Methods, and Future Directions Recht, C

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:57:37.366511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.282521Z digest=sha256:e2416a88052a209cafc2caec8e98ac83c23ffb9f397a4661bdceb0459b289ed3

Observation 20da5d03-5591-4cf9-88e1-bb396127ef06 · outbound

This paper cites AIDE: Fast and Communication Efficient Distributed Optimization.

Federated Learning: Challenges, Methods, and Future Directions AIDE: Fast and Communication Efficient Distributed Optimization

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.285988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.285988Z digest=sha256:d20f6acb2c6eec00d2c3c3ed833a26bdea9afbf511476b9a19ee6056d26af116

Observation 3c410d11-3dd2-4bd2-976e-ef04d43097e6 · outbound

This paper cites Reisizadeh, S.

Federated Learning: Challenges, Methods, and Future Directions Reisizadeh, S

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:57:37.357084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.289679Z digest=sha256:7b504b7986e6e314aed86b9fe355bb9b85b6b78a2fdba4551b33f9523f83618e

Observation 6d3c7680-566e-4821-884e-01bf74d1bb92 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:57:37.347240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.293977Z digest=sha256:9d4f0018d2213a841925eac1ca63fb2361a1b7029c03eaeae5054602a92fddb0

Observation f68a12f3-0f51-4dd8-878c-b4c2f82178e5 · outbound

This paper cites Richtárik and M.

Federated Learning: Challenges, Methods, and Future Directions Richtárik and M

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:57:37.337385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.297098Z digest=sha256:406fc17d2efb10ee6f673c28d6955428317474cce0210755fa856233673bbe1f

Observation 8eaf8df7-17e5-4608-9bef-2afe44b07743 · outbound

This paper cites an unresolved cited work.

Federated Learning: Challenges, Methods, and Future Directions Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:57:37.327223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.300615Z digest=sha256:9c06140ba1f7b1bab69c1a78cdf3054761afe9cfb702173d6060e3086dc4c030

Observation 70f98749-2cbe-4262-bb56-1669381de0ae · outbound

This paper cites Samarakoon, M.

Federated Learning: Challenges, Methods, and Future Directions Samarakoon, M

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:57:37.317351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-14T11:57:36.304272Z digest=sha256:56c07640b423059a5d68c94d90458d7a87cc16377784ebdebeea564caca38cf0

Observation 6704a0fb-b0ba-48f8-9a0c-f43d55123b98 · outbound

This paper cites Robust and Communication-Efficient Federated Learning from Non-IID Data.

Federated Learning: Challenges, Methods, and Future Directions Robust and Communication-Efficient Federated Learning from Non-IID Data

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.308744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.308744Z digest=sha256:54bf4db4342e70bc1ae420977f3173b66837848f8de3f534ce132b10dc834a33

Observation 48724cc3-c544-4a56-af6e-601597734853 · outbound

This paper cites Fast Convergence of Stochastic Gradient Descent under a Strong Growth Condition.

Federated Learning: Challenges, Methods, and Future Directions Fast Convergence of Stochastic Gradient Descent under a Strong Growth Condition

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-14T11:57:36.313408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:57:36.313408Z digest=sha256:b94aae701d15aae256a8e211bf0a89f9c15376764d3ca9f4e0aab2b9bc61c301

Pith citing papers

Observation 494f459a-4c39-4843-9461-23b8a7026464 · inbound

Adaptive Federated Optimization cites this paper.

Adaptive Federated Optimization Federated Learning: Challenges, Methods, and Future Directions

Reference 225

Resolution
verified exact
arxiv_id, observed 2026-05-21T10:30:58.841023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-21T10:30:58.601351Z digest=sha256:8c6ad8583a3da85dc81746c370706875885b4827b314902756e18713d43a2106

Observation e2326a4d-30e8-494c-9b7a-a777dfb8b7fa · inbound

Gradient Compression and Correlation Driven Federated Learning for Wireless Traffic Prediction cites this paper.

Gradient Compression and Correlation Driven Federated Learning for Wireless Traffic Prediction Federated Learning: Challenges, Methods, and Future Directions

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-10T22:47:35.006814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T22:47:35.006814Z digest=sha256:ef5919f02e798bcda6f0b41c4cfdc6fb46fea2bcf82c6c332772eb82518a6d6f

Observation c936e1be-f118-41e7-ae3a-6e018ace619a · inbound

TallyTrain: Communication-Efficient Federated Distillation cites this paper.

TallyTrain: Communication-Efficient Federated Distillation Federated Learning: Challenges, Methods, and Future Directions

Reference 27

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T19:47:18.792734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-07-02T19:44:47.733008Z digest=sha256:24b006db616788ad3cbd4b1d5c05f27ba4a8786c592f8ad883aae35e78bd049b