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Paper Citation Record · LEDGER

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources

As of 17 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 0 inbound Pith citation observations for arXiv:2507.02295.

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

pith.paper-citation-record.v1
2507.02295 v1

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:37:17.520152Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

76 of 76 outbound references displayed

  • verified exact1
  • verified fuzzy26
  • unresolved49
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4329bec6-46ac-4093-970a-e4d13ec40da9 · outbound

This paper cites Williams, I.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Williams, I

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:29.086601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.070955Z digest=sha256:9884d16996e3154fd9cbdce8273a30a219035aad8138bff1c0b426e0eb48c9eb

Observation e7a0a405-85c7-400a-9ccd-78e6da5f6092 · outbound

This paper cites Kumar, P.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Kumar, P

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:28.911440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.148351Z digest=sha256:92766cc39be70c8e3626168b6e69dc53fceb9c5ed797c47ca7c125a70f076dec

Observation 166e7f54-6486-4cc9-9a6d-68a78824a9b7 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:28.775488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.272908Z digest=sha256:dc3f13868b9f770ba63cfb103baa31d7d05b3b4f739353a5134b83db923b81b8

Observation cab74645-90fe-42c1-a429-9b2ce9491890 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:28.645877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.348960Z digest=sha256:c8dc66d6831e3a8810f702beee53d0eb3b1fa772e4aee4672bb4a5c8265dc2d5

Observation ef403d5d-4329-4f2a-8f6b-7b12c4c76d27 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:28.495970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.424438Z digest=sha256:0f84cf67be497bc46abdf2af8ce15b61eae7eb22801e65c6c682463157a94f5c

Observation bc890d3d-d5ab-40a4-b459-5c40219a321c · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:28.383766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.535280Z digest=sha256:12a6361191f92f0b5e43ca00ff4c4026afa210fa02436d399ae797358528ac5e

Observation 543cb56d-7e0a-48e6-b6d7-05c67a6f940d · outbound

This paper cites Kononenko, Machine learning for medical diagnosis: history, state of the art and perspective, Artif.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Kononenko, Machine learning for medical diagnosis: history, state of the art and perspective, Artif

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:28.253171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.602144Z digest=sha256:85240aa7717382e64c9d14af97af903c0aa9ba90c36330c48c800b27845dc46a

Observation da42d42b-c81d-4b95-911d-7bb71d02031d · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:28.124733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.705243Z digest=sha256:1bda5fad255548dcfdbe43fac32c30523cbe8dd5d990e92f2f1f19aed9c5447c

Observation 2400b26d-d6f1-4c2e-adc9-0d2d96ead832 · outbound

This paper cites Nguyen, M.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Nguyen, M

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:27.983619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.801819Z digest=sha256:35cdd20c0131d2b45ee9a1d70cf318da24db895261959fc59817e45e2163a127

Observation 86561de9-4afb-4149-a82d-5026949e8790 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:27.811223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:11.883298Z digest=sha256:3218a5619ac363e2a8727797c0d7ffcdbadd0dc2f77be8b159ef27a910bc22e1

Observation d0ae7849-9964-4c3d-9e2f-d919eac7097e · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:27.696431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.027982Z digest=sha256:9c4601ef547834e511995327225b212d07d5089067c269bde8d2f96435fd575b

Observation 98371ece-6ebc-4fad-8078-a59a40db4c90 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:27.553738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.136727Z digest=sha256:b87a3d46b18d28b44e17d124e9410ec879b8df109c0d87f3f752c93e142f99db

Observation 61712d47-8ee0-47f9-8c7d-494d1447c0b7 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:27.369614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.196005Z digest=sha256:91f269c60b83b73e3d9b198cb34044c084a690d3b3de8b9faa45bec4fb75f3a7

Observation 07c216bf-f37d-4c30-a436-b4cae2eb702c · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:27.175815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.287839Z digest=sha256:6205ce81ea3ec41b53974e4fbc50c4905849c96bff7e23a51cbf4ad93d45e91e

Observation 07f0a1c5-d5ac-4696-9ad2-f1235918d864 · outbound

This paper cites Ching, X.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Ching, X

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:27.013559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.360722Z digest=sha256:d357d57fb89cb0e2f873bab0d49261ad63acf80bd4d161c4decd4f463c4df812

Observation f7caa2d5-af76-4ead-b98a-0467007b18f1 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:26.868350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.492923Z digest=sha256:83386d1eacf5e3c28e1f141159249b6c2fa9e4e04cce72f5e1bf2163a6c1c866

Observation 09984e8e-a39e-42d1-8ce7-ff8ba821c4d9 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:26.706638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.581829Z digest=sha256:a9064c895651b203b43c2db41399e5334884a4d1f0fb8cb28ad931775ea61432

Observation 65b86906-4a35-4810-bcde-1c1e2b8ac468 · outbound

This paper cites Wolfrath, N.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Wolfrath, N

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:26.568476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.714985Z digest=sha256:b9b6014d8af860bbb180c7163f776ce32fce58e64b4457cb5d310a0ac3fc12e4

Observation 02255bd8-9c6b-446c-90d2-aeb1005e1adc · outbound

This paper cites Asynchronous Federated Optimization.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Asynchronous Federated Optimization

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T20:37:12.793555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:37:12.793555Z digest=sha256:c4eedff24fa40cde8f92582e1b921b2f3c303d30bca21502f49e7094a46d8513

Observation 687d27e2-7b26-4d85-9dbb-3729f247740d · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:26.440568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.867864Z digest=sha256:0a30037c654bf5ba1926129ce93d344b81e28e47c696628208295da27e0ad303

Observation ffb9ac4d-9406-4223-b1c5-a68a4978e556 · outbound

This paper cites Zhang, X.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Zhang, X

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:26.323848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:12.934372Z digest=sha256:b3848da972fa07b3ca494e3c8530fc19e02804bb1c630ff420010003189d301c

Observation 23e8d9db-de39-4dc9-8f1d-3301199f7b97 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:26.216492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.005809Z digest=sha256:7ea0b605483a3939fc05f1456bdd1ad26cace511f6b268433894ee08b84423d7

Observation b740e2f9-ac36-4a3b-a0ec-dc6a7adba44d · outbound

This paper cites org/federated/federated_learning (2020).

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources org/federated/federated_learning (2020)

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:26.099529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.062683Z digest=sha256:1cb91892d95dfffad33a2f88b6fedba2496c69720b948f39dd5c292072a0fe53

Observation 63a9f4a9-81a2-4f87-8e22-e0d3542fc6ba · outbound

This paper cites LEAF: A Benchmark for Federated Settings.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources LEAF: A Benchmark for Federated Settings

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T20:37:13.157611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:37:13.157611Z digest=sha256:4a4d79fd2c0b21ce0c7d1f2f122607db7fd47a73e62275243ce9f7885c24f536

Observation de227665-70f4-4df2-82b4-a1513ce2b3ce · outbound

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

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Flower: A Friendly Federated Learning Research Framework

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T20:37:13.251634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:37:13.251634Z digest=sha256:394a8532f3691001a1effae5380928c1e77e560dcd0192a62b0eea37de3f53ae

Observation a704cedf-b323-4a12-9382-cee330a8e575 · outbound

This paper cites Foley, M.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Foley, M

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:25.962711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.311766Z digest=sha256:c959e495c43d52cbc1d393b7dfa6a81aa27f7b35043ca28f224156018518253a

Observation bd185860-95d3-4693-97eb-9c0c38cf92c5 · outbound

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

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources FedML: A Research Library and Benchmark for Federated Machine Learning

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T20:37:13.373112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:37:13.373112Z digest=sha256:24b5bc797414a9ab4f0381fe23a630b40ae318cf10e779b71beecb57ab4e3b5d

Observation d1d6ce9e-a95f-4c42-b704-2b8950f57d23 · outbound

This paper cites Bonawitz, H.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Bonawitz, H

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:25.838296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.450198Z digest=sha256:9d6ba99b46d81fda54e0122d1a3a64bc00af3c9409119fbeefc92e6b2a8ec29c

Observation 7fb9963f-703f-41a8-a296-22817d4af894 · outbound

This paper cites Vahidian, M.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Vahidian, M

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:25.704611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.510251Z digest=sha256:54185ad7acae4ce8e246b75becbcfd6dda6f06deed71262d4bc2e03d087cd356

Observation dc461d0a-b593-4935-bb53-6c779cd93b21 · outbound

This paper cites Pfeiffer, M.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Pfeiffer, M

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:25.589851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.575956Z digest=sha256:bdeb25459e99dbd1f12878d8d98564bef60650da9178e2cb8ef4c0098445708c

Observation 4bcf3bf0-bfac-4332-bf7f-04400a346c9f · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:25.426782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.686744Z digest=sha256:5613de9991ebf973bee2e72b299656623b809b5785a39dfb18e5bd3d16ed2b47

Observation 220f5dea-4900-4ee4-a384-5c745a8769c1 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:25.296504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.757588Z digest=sha256:8dd4a02fd3f09e27315672f06acadc82bda8a1b6f0b0e8771170fa3538386784

Observation 56cac97a-3ae0-430d-9d85-93123c1f02f0 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:25.145277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.835978Z digest=sha256:3a52cf6440c9c8695fb4ca35c2224f147d66a4eea068715778b278089e771bb3

Observation 7087d70d-ca0b-4693-b207-ec70288f8006 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:25.002027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.900046Z digest=sha256:98bd47ff1e77598fa7f892dd6dee5bda1a86b182ec56bc2240cb7873e4e35df3

Observation 569cf6a5-42f7-4208-9478-b3e6cda4e096 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:24.870581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:13.947613Z digest=sha256:2bc3721f69953a22cfcbfb1a46e5cbd1b8a24811a5e587f70d423e3c6384b2f8

Observation 779aa2ba-dd6a-4854-9508-62a1d5cdb5d2 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:24.662494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.024882Z digest=sha256:ee6ce69b88fcaaa44b006c58a781e9eda243a0d1365adf0c9e93a2fd6b99f98b

Observation b1da553e-d476-45d5-ab94-d182a3bfc4e1 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:24.406181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.072982Z digest=sha256:41bf0202ea6af3c3476b6f4d74ba8902da277fc3b9ce2c2554076ba2c0b29dac

Observation ce1fb309-ef0c-4707-84fd-b8a97c4a1750 · outbound

This paper cites Zhang, Y.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Zhang, Y

Reference 38

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raw_fallback, observed 2026-08-06T20:37:24.140560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.142849Z digest=sha256:4236ffc3580c7f850cfd9cc60900ddc75e6d571464ec7598f9a09d9015c949e0

Observation f67eef53-dd0a-42b6-82ff-5aa15e7c14de · outbound

This paper cites BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning

Reference 39

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no resolver link, observed 2026-08-06T20:37:14.254485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:37:14.254485Z digest=sha256:80e5e05adff8be192e51c00585bcd5a627fd7117ea3d3889d6860be690d48af8

Observation 34b34273-f1c3-41eb-8311-989577a3f9de · outbound

This paper cites A generic framework for privacy preserving deep learning.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources A generic framework for privacy preserving deep learning

Reference 40

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no resolver link, observed 2026-08-06T20:37:14.339732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:37:14.339732Z digest=sha256:785838871d02cb9403914ee3b6a6334b0a5e2a025f18c645a24bca52100049f0

Observation 52ca38dc-3770-4206-97dd-da72b38b3675 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 41

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raw_fallback, observed 2026-08-06T20:37:23.979618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.418842Z digest=sha256:6135192056fdf5e95fe3fba868ace86e3d8272bf89e261fa8841ca2f6750af9f

Observation 3f8fc178-c848-4376-83dc-831c81c94582 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 42

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raw_fallback, observed 2026-08-06T20:37:23.843841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.495625Z digest=sha256:fb3bb79859c0da79828eef684b0d27f9192cf335c2c19cbed64296100d2c1574

Observation 57e697b5-50a3-4967-a368-8678c8610f66 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 43

Resolution
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raw_fallback, observed 2026-08-06T20:37:23.700418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.583347Z digest=sha256:ccefb4b0606d6e74bb9be4b8cbddd13256f6aff73921e3c6a43ad6f5cbfbded5

Observation 654dc6a6-f53e-4102-9f5b-3308581024d1 · outbound

This paper cites Naman, Y.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Naman, Y

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:23.538531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.667285Z digest=sha256:476c010e9c4fd3e2e8417f81bae2417a3cbf499b1bf993ceb975df2cc99b4be0

Observation ae064d08-e710-4965-bd1f-fbf8f1e9006c · outbound

This paper cites Baheti, S.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Baheti, S

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:23.348647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.736697Z digest=sha256:b8bf61f17a30e9140d3c1d8683e122ea19886b7a28015a502054526ea5414862

Observation 32160717-bbe0-4dcd-9253-05364682e546 · outbound

This paper cites Bonawitz, V.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Bonawitz, V

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:23.196656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.809443Z digest=sha256:5903bd280155acffa1628862176b9d8fbf4a59c0b18e5d43bf3ebe92cd8513bc

Observation 3116c968-62b5-4dde-a673-cebf9215f8f5 · outbound

This paper cites Zhang, S.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Zhang, S

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:23.047129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.879371Z digest=sha256:32a33fb54285628fea31da024021f1e7c2b3a9940cdddee870b7c6ad03d44ef7

Observation b4106cdd-0421-40a0-80bf-902b91a1c6ef · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:22.889053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:14.960084Z digest=sha256:92e503381c385771d5121163bd51bc025fd553cc5c02ba599226a5e4fd53645a

Observation 88947472-137d-4443-908c-eabf9693f96a · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:22.750092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.053709Z digest=sha256:58f26c48ae1e45abc3a087e60a3a08d9bc139f440cb0e0f1f0d4822a74e5046e

Observation 33ed4d3b-8139-46ee-a6b6-9c401133c9d5 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:22.616252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.120954Z digest=sha256:96f3d32eb4cbea079072557c59046ee7e9d519dd05623c6346375336bdcf93aa

Observation 707705a8-6c10-474b-b56e-01fe8028cf78 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:22.438710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.202124Z digest=sha256:5420c5a4e8536996ff59c6799a621ba20a4e3a135e95c0ba6f003865082b1e77

Observation 2eb22f2e-9cc4-4431-9c91-0473d150cd1a · outbound

This paper cites Smart Multi-tenant Federated Learning.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Smart Multi-tenant Federated Learning

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:37:17.799318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.316194Z digest=sha256:2f2ee3c5ce905697e0ae1d9e40652011cadcd79c385907e1e67f276b96bf1b97

Observation 48dd4d14-e336-4f6f-819d-40c50fe4eed0 · outbound

This paper cites Bhuyan, S.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Bhuyan, S

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:22.231490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.373634Z digest=sha256:5c0483d3077163a578375d2c5e81e53a05779de1f11e85510f7bdc60242661e9

Observation d7274d05-b3a3-451e-8cd3-248002d36cf3 · outbound

This paper cites Kabir, Z.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Kabir, Z

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:22.041630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.488683Z digest=sha256:f8bcaa32747ecec81f142c19f9edbe114a83841bb84c0f173f5aa6b78201ab06

Observation cc571c06-439b-42fd-b547-1432a2814aca · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:21.909099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.589814Z digest=sha256:243aed6bcac30f16072b4df6229edb34d25c0afb1b3789ebae46dda8e68ec1cc

Observation a372dd34-ae04-43db-9c8b-379133d3e21f · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:21.701314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.663037Z digest=sha256:4133538f7e9379887301ae6070a69110e577143d5bd748d2274e9fabae89cabc

Observation 72634b6c-9077-42ee-aee0-2ff930f8d88a · outbound

This paper cites Luoto, K.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Luoto, K

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:21.526138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.787143Z digest=sha256:f14cfe4afed51077d81af2bd004ce32b19a60bbee68fb8a64aa739d01c9e46c0

Observation 6fb39dbe-0168-4c96-a98c-3b91a13fa4fb · outbound

This paper cites LeCun, L.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources LeCun, L

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:21.286264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.832590Z digest=sha256:4dc65dfcdf7cfd2211ce12ee2590a66705bcda8507bd9efb3228f0226192d9d1

Observation 1e446677-2772-4129-ad50-967412770efa · outbound

This paper cites Sandler, A.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Sandler, A

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:21.120125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.924578Z digest=sha256:317f460dc0fe5e22f689a290c09febc1136581d96f20d0e77d287a66d290206d

Observation 941f83e4-dab3-4c7b-8483-4bf3a2cf443a · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:20.959972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:15.983600Z digest=sha256:3190c0ce0fe4ebce66ab3a6c7243994cc7fe4f35b404c13654f62b7f7850cec5

Observation 3dc45f04-7eef-4d50-b69d-c74222e331f1 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:20.760794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.074810Z digest=sha256:518d0f97393e9fd3f7df6db8ab4bf7e6242a55223a5a9539b8d0455ae115cdff

Observation 95e84728-b97a-43df-9683-f569fa5af66c · outbound

This paper cites Hamilton, Z.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Hamilton, Z

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:20.548085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.134611Z digest=sha256:facbc0e8d59420060790de9498f9f6e2e5b8685d16f6f42b7b395c3f127716fa

Observation 8e3bfdfa-f2f1-439b-acc6-382d69e2dc27 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:20.359325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.251148Z digest=sha256:9965c02e9d52c764fa18fccbc9a82b988d5f768a8200f6d293c0f6b1cfd50115

Observation 38477679-8908-4365-8f35-8c33f93736b7 · outbound

This paper cites Yurochkin, M.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Yurochkin, M

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:20.144435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.351675Z digest=sha256:5fc64dc92847cef07b447a8a60d5891d3abb3879acf256c6d9fea8367eccc953

Observation 1ce44070-95d5-4a7d-8992-57302708512a · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:19.957059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.422024Z digest=sha256:5a0dd549a7a9cf9e1d7c329d9c2939b3bb597c14cdac70ca8091c706a7f1723b

Observation 83fa417a-6c29-4e25-a2ec-41a2594aee5e · outbound

This paper cites Federated Learning with Personalization Layers.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Federated Learning with Personalization Layers

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T20:37:16.520762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:37:16.520762Z digest=sha256:5e656ced1f7ea669d588e674a3b2cfa0aa3356ae9429a39169f4c7b5e2899778

Observation 9f455250-be18-49d4-8628-12ed345e1c0b · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:19.763338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.601732Z digest=sha256:95393bd9da047155fedcf8783c77b5d238cacb58b87a8bfbde377147cdf11a54

Observation 3a724821-2e4d-45bc-82e5-d2dbf4981f3a · outbound

This paper cites Dwork, Differential privacy, in: International colloquium on automata, languages, and programming, Springer, 2006.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Dwork, Differential privacy, in: International colloquium on automata, languages, and programming, Springer, 2006

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:19.599511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.796627Z digest=sha256:222f0ddd7fad5890a438e2e2c76ce558c76dc1630e4512d332db25763c7041fe

Observation 6477c918-5d2e-4427-a4c7-0016c3b114e2 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:19.419834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.918669Z digest=sha256:a7a273dceda756de5c14972590b1ed9af4fa5b73ede97b1e54840e2f3a6b4029

Observation 81212dc3-4eff-43bc-a71d-e9f6aeccc02f · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:19.191721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:16.980032Z digest=sha256:faadeb05a2cecfff8f60b69d163f91cd1fffeb1fbb6f299f255980fd2d08cb52

Observation d6d8ddcf-ce62-4e59-9729-a693cd2c3074 · outbound

This paper cites Zhang, Y.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Zhang, Y

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:37:19.034419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:17.054072Z digest=sha256:e8f469a37b43af8865eecf228aa7dc0f3208642043b80d62b9931eadf767f15e

Observation 48b3660c-c25b-4fec-8817-ba7ef90e8bec · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:18.847592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:17.101444Z digest=sha256:afcd28da7ff681699e8ac73bbd0dab3788f070a948272c7da28751e469870450

Observation cab70ca1-2177-4541-be52-8568192ff66b · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:18.647380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:17.246605Z digest=sha256:ab210909058727ba7329756679cb41505285b4394c9732d428ac97d8877efa0f

Observation 47a7ed3c-f38c-46c8-8200-3dc585ef989e · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:18.469768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:17.346899Z digest=sha256:f1768986ee1a77592103d3746109b63dfbe08aec2baebe6c02f0eb3f0443072e

Observation d53d1932-6cb7-4c50-93db-3a2af339a9c8 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:18.244577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:17.445526Z digest=sha256:e53ea8abe3dd38235515d14812a69e114ee739b1a0b7aafc51de62120bdca21c

Observation b6f8f03f-b36d-4cfd-8470-edc8f1578a91 · outbound

This paper cites an unresolved cited work.

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:37:18.021623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T20:37:17.520152Z digest=sha256:b229bb8910e354a690391eea963d11e3bed619e4444ab06f3247c3e9c27b5e56

Pith citing papers

No inbound Pith citation observations are available.