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Paper Citation Record · LEDGER

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning

As of 19 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 1 inbound Pith citation observation for arXiv:2501.03119.

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

pith.paper-citation-record.v1
2501.03119 v3

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:59:44.669331Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:46:03.283464Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T18:46:03.394543Z

Reference resolution

35 of 35 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved20
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 85bb49aa-7cbe-40c5-bd1c-353ceeada0e4 · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:45.222754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.526958Z digest=sha256:b23389e5732f75c74d86bb471bf4a4d5966b1411ff27e25fb283314ec6d0b905

Observation 08de3b80-33d9-4300-9368-37ede6350fbd · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.532177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.532177Z digest=sha256:46f765b738afee08e0f32a0d151e19b27737820bee27c0411c35e428996eb120

Observation d213b791-fbe2-4a44-a074-7a868f483856 · outbound

This paper cites Castro, M.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Castro, M

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.212654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.536657Z digest=sha256:637b711a2ea479cb56205d9a42eb1ad34bea136ba55eeeba462fcf714d31c15a

Observation 727234bc-60d5-4167-9ab5-75f098d1113f · outbound

This paper cites Coates, A.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Coates, A

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.202042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.540974Z digest=sha256:1288229b3825a5798f663c9ad1eb26b5ea3071985e8cb995cd1e3e86a9f001bc

Observation 984af3ec-acc5-4504-9064-efbe16bc6e91 · outbound

This paper cites Dayal, D.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Dayal, D

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.190150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.545931Z digest=sha256:8df2d6ab03df027a385bdf2e8d0dbda5cc3f71b5a299577d77ff99f6c5d02f9f

Observation a1a7685e-0854-4422-aefb-4e02cf4f57be · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.550278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.550278Z digest=sha256:f64a6c083312930870af9a453e941b10c19959754fee057a42cada818b3af87a

Observation fc9ac578-ba8f-4c8b-b164-eac07494b387 · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:45.167149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.555388Z digest=sha256:8d16bec38d986624e285139c7e3bdabb7146f6c4eabc32a9a86af17e5ea2e04e

Observation f48a9602-1e5a-4ede-bf05-e2b43d373465 · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 8

Resolution
verified exact
raw_fallback, observed 2026-08-10T21:59:44.833633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.559432Z digest=sha256:7afc8939fb7a53ede9fce4aab073e8eae135028b9963df95aedff7904d9e9e02

Observation d8e7bb8d-e473-4c12-9486-a8c5c20c501c · outbound

This paper cites Fredrikson, S.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Fredrikson, S

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.154386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.563584Z digest=sha256:83b24a43d6a768eafd8c01f52b3c306bd4d0d4abae578e49207e854c30d52d5e

Observation 3a2e1291-8cb0-441f-94b0-dccd48fdd37f · outbound

This paper cites Ganju, Q.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Ganju, Q

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.141031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.568457Z digest=sha256:0c145c0ba3c7544662b3718246b49f28db242e3ceaa0cfca25cb7cf756e3674b

Observation b690f08b-6dd3-460b-845f-55dd13991011 · outbound

This paper cites Gomez-Rodriguez, J.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Gomez-Rodriguez, J

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.128256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.572442Z digest=sha256:1dff3da3f4aac8ddca42f84b8b6afb44d78f8acf1aa7f31f40890c96c0441c9e

Observation cd7684b6-a44f-457a-a15b-419bc0c42f7e · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:45.115818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.576876Z digest=sha256:226a6154dcfdfa59d2cbbd94955ddd09b2aacf880ac38c6255f1cf777f3eccea

Observation cc91a5da-2f10-4ebe-8b89-38e881abbc05 · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:45.104553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.581130Z digest=sha256:5f94f1da8f849118b5bdcb8c2aee8696b410bb20e76ecad450c6d03bfe4addc5

Observation 242f920b-ff0a-437e-9086-98f992236d1c · outbound

This paper cites Hamilton, Z.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Hamilton, Z

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.092292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.585931Z digest=sha256:8f77e2b49fbf93d799e3ec5c9966e2ce790bef2538ff0655c08f341af23588c8

Observation 8e06e4f0-42e2-4cde-af4f-38c96b1d56c9 · outbound

This paper cites Hartert, S.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Hartert, S

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.081531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.589728Z digest=sha256:5b1fad6402b6649e434342e73c250c6e9aa33daf5ef4459cd71dcfb8c92a0e20

Observation 981a9797-bd0e-46a8-9111-f804eb5b4d95 · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.592964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.592964Z digest=sha256:e06d3e558892f689f37cabeca64e96b144ef1bfb8d97dac0d87f951feb0a41ae

Observation 8c9e7a3a-2f0e-44d9-9448-8e3fdb44b66d · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:45.063082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.596454Z digest=sha256:3ddc0693cb9f02e8db21c85c52ab392ecd764064d1e80207fdf3bb1104539321

Observation 0fe691e8-f009-46cf-8c7e-1c84bdfc55fb · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:45.051101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.599120Z digest=sha256:1b245b38090c0e7adf38dffbbf26d6287ea7514cc61c4f59dc2d4f790c9c97c1

Observation f309283c-30ef-4f01-81d6-c462eb1c5009 · outbound

This paper cites Jin, W.-P.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Jin, W.-P

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.037924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.602420Z digest=sha256:f6acc465eddf3e1f2141c5ce9f575c62fc905494ee70ca949f0e0ebd73d305e1

Observation 2930e1be-b7b3-4716-8901-cfb75eff5039 · outbound

This paper cites Krizhevsky, G.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Krizhevsky, G

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.605532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.605532Z digest=sha256:dc07c6cbc81479ff88a638ca791ef4c3bd2d5892d2233f453aa2d09ba6500b7a

Observation a39f5bed-4775-4e82-a791-f66560f8ebe3 · outbound

This paper cites LeCun and C.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning LeCun and C

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:45.018770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.609238Z digest=sha256:e65e1f2da057a0d1412131b4b2e7d8ad80ffa32d8f74f87bd55db1259adfc5fc

Observation accdbbf3-7a33-4956-8adb-301ec3d6752a · outbound

This paper cites McMahan, E.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning McMahan, E

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.612152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.612152Z digest=sha256:847be58fa175394d33d8ab4b3c5c357a9351daaff51d8ec2bb88fc2a011df6d7

Observation 722c69b8-19c6-4940-a2d4-94521c714441 · outbound

This paper cites Netzer, T.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Netzer, T

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.614991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.614991Z digest=sha256:13a89f7b134dd64926f3fd3d41d228b403e1f8bd2023083a2b31c20ce49b75c8

Observation 14e08dd8-6362-46ea-8a0e-16684020ea32 · outbound

This paper cites Orlowski, R.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Orlowski, R

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:44.984458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.617844Z digest=sha256:c65efe0006f99cfa4f8f290fa98e04cce6c8e1978f4caa9204f755599e83ef4d

Observation d57522fc-4dd8-4f33-a374-37671cfc90b9 · outbound

This paper cites ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.622434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.622434Z digest=sha256:9c94617f17f7c410e62eb3be6bdc9fef936e9c69d7b70fb8b4f7fbbad13896cb

Observation 5d7d9b52-ccb0-457e-992e-5fb1af277ec0 · outbound

This paper cites MobileNetV2: Inverted Residuals and Linear Bottlenecks.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning MobileNetV2: Inverted Residuals and Linear Bottlenecks

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.626367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.626367Z digest=sha256:e2eb738f10ef4d0906849b00aba00f147387ce9a5af70f96986bb78e363d0561

Observation ebade15a-6e62-4d5f-a971-97d7644748f0 · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:44.972490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.630391Z digest=sha256:5f25bc4f8b84a94babb5b15c352e5f4f4db26c8fcd5d569c72509b99556ada16

Observation 45fd00ad-2995-46f3-bb78-c83afe2e4026 · outbound

This paper cites Shokri, M.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Shokri, M

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.634245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.634245Z digest=sha256:5c5887da64788d13a8b44f90928d8c08a1b5269401d59c5f89087c760f8da3d1

Observation 1117918f-4241-4efe-ba3b-9643badfe5fc · outbound

This paper cites Thakoor, C.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Thakoor, C

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:44.959618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.639256Z digest=sha256:5dce889827ec75d81a6bb68b1503f701ce069ebf1342c2375c6e33cad307b15d

Observation 3dfff37b-fe8f-492c-97bf-4f548983d8d1 · outbound

This paper cites Wang, Y .-X.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Wang, Y .-X

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:44.948920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.643497Z digest=sha256:a99bed6011e5c3c3a4e71c762ea505440f0f85080288a4348836860c70579fa3

Observation a95332c1-8228-4399-ba29-45e49028241b · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.649883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.649883Z digest=sha256:1446004a73d37898f9b36d4cf1fa5b32d4c616ed3d4484f9f6b59919457c3c82

Observation 5235afbf-2c02-4b0d-ba8b-184d11f53a21 · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:44.938437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.655447Z digest=sha256:a3604ed8e42f396dcc96a847a3963f00de20ee0a4988a0c3f06fdb525f56fb2f

Observation c550779f-8e14-4ab0-8e29-c2361a407412 · outbound

This paper cites an unresolved cited work.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-10T21:59:44.927119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.659263Z digest=sha256:59d11f22c2c067e5f1eec283eef3bd0a07a5dc3ec945e2d999bc5b60a892e57f

Observation 27a3df3b-15a4-4b3f-80c1-2b642c800515 · outbound

This paper cites Zhang and Y.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Zhang and Y

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T21:59:44.912209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T21:59:44.664680Z digest=sha256:48dccbf2186499ffdd82094f3e5c065dc01ea9805b7d5c2639bbfa00fe5ab0d5

Observation 23558abb-2f9f-4c55-94e3-410511df2689 · outbound

This paper cites Deep Graph Contrastive Representation Learning.

From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning Deep Graph Contrastive Representation Learning

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.669331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.669331Z digest=sha256:9c51693e5d69d31e12dee068bc71f212265eff50633dab71e083cb2a025a73da

Pith citing papers

Observation 782bf29f-d217-473e-bcb5-0465702ca543 · inbound

Topology-Aware Differential Privacy in Federated Learning cites this paper.

Topology-Aware Differential Privacy in Federated Learning From Models to Network Topologies: A Topology Inference Attack in Decentralized Federated Learning

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-15T18:46:03.403413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T18:46:03.283464Z digest=sha256:9d4e3e225a72296e8bf0b1e6adb936b0a595fc0c6bcf9bb40ff1cf7adbf2b9fd