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Paper Citation Record · LEDGER

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems

As of 10 August 2026, this Paper Citation Record lists 73 of 73 outbound references and 0 inbound Pith citation observations for arXiv:2506.07605.

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

pith.paper-citation-record.v1
2506.07605 v3

Coverage vector

measured 73 of 73 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:38:41.518404Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

73 of 73 outbound references displayed

  • verified exact10
  • verified fuzzy4
  • unresolved46
  • parse uncertain0
  • malformed identifier10
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e03359a6-0c00-4114-9ab0-1bc0565721db · outbound

This paper cites Fouad, Doaa L.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Fouad, Doaa L

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:49.323356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:34.680524Z digest=sha256:9ca834cdd690f7b3bd6714bc10a66fb5d083b41d16effb76cb4bc8c13c95786b

Observation 0837e08f-8813-40e2-ba8d-da3fbc423745 · outbound

This paper cites Selcuk Uluagac, and Mauro Conti.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Selcuk Uluagac, and Mauro Conti

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.782393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.782393Z digest=sha256:effeecc3c0f9aba95f4e929711f07e5087ebe64de850d0cd1901fce116ba13d5

Observation cc666f83-a23f-40d2-924e-baeb40f86219 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:49.023753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:34.843985Z digest=sha256:cb5101e21829a497174ad8893efe1acc7a4e11936d435a109af14a9858de4540

Observation 650bf747-d0e9-4b70-9361-a61402e80aa6 · outbound

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

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Flower: A Friendly Federated Learning Research Framework

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.992989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.992989Z digest=sha256:fbda74cc83b3c87563bf796a6fa5e90be97a7cc694efaf72ebabea6e495676a6

Observation 939334b5-a748-4a83-a61d-c1cb10ddb12a · outbound

This paper cites Bren- dan McMahan, Sarvar Patel, Daniel Ramage, Aaron Segal, and Karn Seth.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Bren- dan McMahan, Sarvar Patel, Daniel Ramage, Aaron Segal, and Karn Seth

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.071824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.071824Z digest=sha256:ef33bfb4caad06f2bf8cb58fb59476031496030ec52de12efd8a8886ca6fd6d5

Observation 6967f229-5823-4f9b-a9f0-2f4298c3ca79 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.255418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.255418Z digest=sha256:f07b943120f15226f4516b96c8d5bca0b16b7f1ab1d62cc468f6d49c41ea6900

Observation 7a0dac75-63d9-44bd-a874-7e0551e95d83 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:48.831403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:35.323826Z digest=sha256:ce7080bc329fb9a35d5a1cc058db918e01b265deaa721fea87704f62969ad75f

Observation b58b6ba5-c1da-481b-94f9-9f6b93201d58 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 8

Resolution
verified exact
doi, observed 2026-08-07T05:38:43.591046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:35.419054Z digest=sha256:0cab3e95a90f0f91b3c960f2a177662c3135853d892a84a76d4a917ca7b60ca2

Observation f97280b1-7ff4-4bc3-be19-3f7176b8d480 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.499825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.499825Z digest=sha256:e28e2af2af72a45a09095ca64391dcd9b0746c242b3d0f1a2a1ab6d09b119196

Observation 1db84062-60ca-4b20-a8e0-852b5f064bf3 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.541664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.541664Z digest=sha256:e709d72edb5cf2dcfc6983ee382ddf2b830f899ea685f3d70b749b9f22ec843a

Observation fea5c753-4286-4d11-91ae-ba8ee6b9ba25 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:48.547955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:35.663292Z digest=sha256:eb6ac850812070207dad412f8341c0741ec979e5d443bd0c26ba35fb1a3daa44

Observation 9713dc1b-c9a7-4e65-8b38-bb126de9cf2b · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.756939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.756939Z digest=sha256:c21e25914d1712ddefac714c80908639a9727ead42d343ba1c14b4998e5ac677

Observation d42dc6c2-8121-4452-be89-afc13c68d2dd · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 13

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:38:35.841354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.841354Z digest=sha256:82d24d30df3369035e6cdf3194d702e592fac307188ac597a0b1848eac155dc8

Observation 27cce4b1-b2c3-4017-a34f-46f5707391d2 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:48.332491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:35.884245Z digest=sha256:f1738d29b4ad624cecc1d57250095a78980bc7603e94d4bc8cbe403fbafd7b9c

Observation 417e5070-4ac4-40ca-9564-9a5c8e58889e · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.964874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.964874Z digest=sha256:bcc2c224340c93fde2d90475b25fae468a2d8bf732665763dc9aa02b39e7b596

Observation 5f5f0439-bcf9-447c-aebb-a487644b0785 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-08-07T05:38:43.393833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:36.055429Z digest=sha256:0ccf36a829e1bdb1674956582bbaa1ca06107cb5185f9539e17e320e93e2b643

Observation f5252c38-7b03-4b7a-96b3-dd5c8f172c15 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.126574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.126574Z digest=sha256:3ec00a125a9b7c28894a7851b548bedd60098c739eedfb5adda887e4ef90f9b2

Observation 7e7fec91-c82a-497e-a3ee-912611a8c758 · outbound

This paper cites An Overview of Federated Deep Learning Privacy Attacks and Defensive Strategies.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems An Overview of Federated Deep Learning Privacy Attacks and Defensive Strategies

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.204486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.204486Z digest=sha256:1cbc1c8c24e04a78989384787a46bcb2b91a8aec3c2464e08cf16a99cbd6115e

Observation 20d41c6f-780d-4f53-8783-617e6efa7471 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:48.074564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:36.325036Z digest=sha256:ba011ccd948cd9d0a43b605ce4741945d52290750216e900e84fb00a130535eb

Observation 347c9bf9-1000-4d2a-9c73-244413eda5bd · outbound

This paper cites Friedman.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Friedman

Reference 20

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:38:36.471911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.471911Z digest=sha256:6fb711929f9908738fe1598c717935648a86dc63ffa5451416a56938f15ccc16

Observation 5f35752a-fcb4-46ae-b864-4f0ce59a57f2 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.531319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.531319Z digest=sha256:eb07ee9ff919e080d9b769d3eacd9dee0db87fa3c694d45e661230ee964679ef

Observation 8d9f5a11-01c0-4d10-80f7-5173b883a034 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.601693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.601693Z digest=sha256:7b77ab70d69b747e412c790a5a3dc0a001a075936a0fea185f03ad11f8a9d221

Observation 18625a9a-10e8-4f33-88c2-7c6040171b18 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 23

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T05:38:47.769108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:36.672874Z digest=sha256:4677f449656882b51a6376faa76057aed447befb5434cb72e6af8bf74ca6f3b2

Observation b5a9b9fd-a6ad-4cbc-8ade-e48bdb00c364 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 24

Resolution
malformed identifier
doi_truncated, observed 2026-08-07T05:38:43.147215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:36.751615Z digest=sha256:ebc7d629b6c8c2a8193e50378e5553acac4ae58a034e7c4ca2f7d17e2a0eb44d

Observation eac5bc9e-75de-45e9-89cb-bf5743d4c519 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 25

Resolution
verified exact
doi, observed 2026-08-07T05:38:42.871581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:36.841411Z digest=sha256:50f78fdb0bf1f88b46de6f072e6d5ad44b1f5be0e9cda7f09e94e9c5dc4749c9

Observation 4e000b30-0a91-496e-82d8-3a1b12c8fc4c · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.915244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.915244Z digest=sha256:7e5ff592ad2fe8b4de7bb4fd074b8245eb37e543b23b70d97242da6bca1adc8f

Observation 76b9f85b-9fb4-4b60-a6ba-31876b5f0d9b · outbound

This paper cites Differential Privacy and Machine Learning: a Survey and Review.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Differential Privacy and Machine Learning: a Survey and Review

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:37.019915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:37.019915Z digest=sha256:ce19c8f1f494e458fe82a696aa6b6e565ea81d8c8d93a22a8fe822a5e97fcb99

Observation aa1099b8-396d-4cb5-a783-cbd657834bb3 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 28

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:38:37.091820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:37.091820Z digest=sha256:64aafa606eb3300f3cd0c263ea5857c3176b1d74b5ae1f18487ec43e6e62a754

Observation dba3a711-7006-4636-a346-da75364722e0 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 29

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T05:38:45.554301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:37.178735Z digest=sha256:47449d56a6b587d0791a1db9df4dc2c01ea5ce5907a55089e5f75478848d494a

Observation 7ebab721-bce4-4a22-bdb6-b59a61538795 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 30

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T05:38:45.296621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:37.266034Z digest=sha256:374746def34f25e13485f5bbe54a17d07e947a3f7ab6ba2a9a288785a38fb342

Observation e66efc75-ffe4-48c9-a681-abc99cbf91e0 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:47.628730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:37.342243Z digest=sha256:5ec8a8e683c6cb73ac22496aaf52089ed611bc523b2751108331e3e796088b8d

Observation ed231754-3254-40ac-be17-a0627c12e788 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 32

Resolution
verified exact
doi, observed 2026-08-07T05:38:42.672441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:37.507786Z digest=sha256:8d6badd57ec0fe2383af50613afb0f1fb568caf46e3bc783acf8cb0f8454b4bb

Observation b3f9b7ec-1981-4f83-ad07-9382d13ceb24 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:47.484908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:37.596733Z digest=sha256:7e19d7e7bbb6976c40c7a621fb675581171c5e6fcbb6e442a28501bbaac67439

Observation 48f055ab-2931-472c-997a-4744f0940a6f · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 34

Resolution
verified exact
doi, observed 2026-08-07T05:38:42.490751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:37.652799Z digest=sha256:876a2f8379c2fed749159d897b19069a6de8d16b11735b5131767c948bbbcee8

Observation d7c8417c-96ba-4343-b15e-62caeba5bc62 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 35

Resolution
verified exact
doi, observed 2026-08-07T05:38:42.258710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:37.767574Z digest=sha256:7e5085d8d983b27183e465dcb7cb08697e7987557e7bc9c577b044599d973b0a

Observation cfdde98d-d8a7-44af-8001-1943b4c3f3ce · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 36

Resolution
verified exact
doi, observed 2026-08-07T05:38:42.021714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:37.851786Z digest=sha256:311fecf8a66e44804f6efd6e019f7c996766cdbff9394dc8f904068a3a388ec3

Observation e0ecda6a-0b5d-42a1-9f49-911c644f634a · outbound

This paper cites H Deng, and Kui Ren.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems H Deng, and Kui Ren

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:37.921251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:37.921251Z digest=sha256:80755a4d80c67ef56a7c7684f811460591c437100c24c041e0eafe7b00ec3932

Observation 331f730f-6e43-488d-9593-992a06b1cb7b · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:38.038213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:38.038213Z digest=sha256:3045ba5a11bbd060d3e8746b8f6283696178fea70f37ee98fec108f9da50b94c

Observation 4bbd0a8a-76d8-4e9d-b6fb-a53e0a2fa8e2 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:38.162764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:38.162764Z digest=sha256:48050e68d703d1de6b65b5393137a6c8d1e3de4e19ce52cc89568c4b5dfa247c

Observation f4ecd257-a666-428c-8ca5-f2df3cfa9837 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:38.278435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:38.278435Z digest=sha256:517aefff49e87d83c5d1ec33011a3068621b243bb2fbe969e085ea7ba2478d3c

Observation c6a8dd9d-4d86-4d4a-8177-3e7e23c1b989 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:47.287925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:38.413308Z digest=sha256:a351c070cb4ee0cc9f727a6e2e9b25439630a86a0581a98da11ec4e9547ee105

Observation 10dc062d-5be9-429c-ab40-ea05a88d14c8 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:38.607458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:38.607458Z digest=sha256:b13ad7073965dfe2eaff92614abe4f8d57dd51e004af3767e1ccde983dfd8fed

Observation 17fe65a4-fa68-4448-8d87-d1eba9a27432 · outbound

This paper cites Murdoch and Allan S.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Murdoch and Allan S

Reference 43

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T05:38:47.116712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:38.755483Z digest=sha256:556c972c10abe8f277dcd6e77f373bccbaa79bb38d94845d5ad7d3194bda6f8a

Observation b1903eab-bc8c-4f4e-94cf-02c3b0190ff9 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:38.908066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:38.908066Z digest=sha256:cf3d360b49f611e00c915f604b36ac54d05737c784a6d3e75601e1c5dac560fe

Observation 06e20d30-a640-4177-974f-3b9ea5e5f7cf · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:46.991851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:39.020897Z digest=sha256:a51dc40b2e3f9773cf964449989bcd59115358b09a88c9f78d8dd2934d085291

Observation dfd426fa-4415-496d-8802-c944298bd347 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:39.135535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:39.135535Z digest=sha256:706d43a3d2d796dde840b91750838283f4001356ef601bfadecd919a2b4c80d5

Observation 9cc975a6-77d8-4ec0-9298-1b765e7e9f0d · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:39.270971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:39.270971Z digest=sha256:bdde9e98d3b4c570454500334f03a7e49df61c7fa93262fe3f867aa79227f0b0

Observation 86837bfc-f495-43ce-9759-08711a0b878f · outbound

This paper cites NVIDIA FLARE: Federated Learning from Simulation to Real-World.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems NVIDIA FLARE: Federated Learning from Simulation to Real-World

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:39.414041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:39.414041Z digest=sha256:6fa8e465c144a6e0f04774b00b988b175b11336c933b791ed5a00e6ca7f66f7e

Observation 7dead11e-6298-42ee-ade7-628c0607c2aa · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 49

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:38:44.762480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:39.567628Z digest=sha256:1d9b04ec7d13dd20ccde900d60ec2c8d013a478797b110110d1eb8c759c34432

Observation 084f590f-4024-489a-9b32-98006f641048 · outbound

This paper cites Sinharay.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Sinharay

Reference 50

Resolution
malformed identifier
doi_truncated, observed 2026-08-07T05:38:41.824700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:39.817470Z digest=sha256:74fec6ab0cf409b06de018e66c9ff78e45f11ef82018e5b9f110345b21aa02c8

Observation b14bd652-d1ab-45b6-b8d4-61f88254c6ce · outbound

This paper cites Brendan McMahan.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Brendan McMahan

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:46.808255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:39.963951Z digest=sha256:fa195bda3cec73fe35ff066e360662ec59ce7d1b55049f73ee27b23e346668b9

Observation 4c2ae6b6-f370-48fb-9de9-db053879dd3c · outbound

This paper cites Eliminating Label Leakage in Tree-Based Vertical Federated Learning.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Eliminating Label Leakage in Tree-Based Vertical Federated Learning

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:40.188070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:40.188070Z digest=sha256:d0477066069e93efc7ce9004dbc4b6edc97e2393b62dca415aea93085949ebf3

Observation 811bc25f-c696-4011-aadf-42c4df9047a6 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:40.256344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:40.256344Z digest=sha256:288a02775c03fffd5d4315d674460d85d0a5e7b29b8715ef5dccffdf979b765a

Observation f9cc5416-763c-4984-9ab1-9fe56f046eea · outbound

This paper cites Dimitrov, and Martin Vechev.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Dimitrov, and Martin Vechev

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:46.708835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:40.353411Z digest=sha256:d99f0019e3ca5035c93a42a6676d05635788628f14e445db8c65fe7e8812bcba

Observation 8a09a0c5-c2ab-4815-9623-8c75a1636bb5 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:46.609815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:40.430638Z digest=sha256:2d72e0b0caac45a86a826f353c5b34a1aafbd009c2cb5a5e763b2402ff48e617

Observation 3ec6fc78-2519-4a9f-b741-92cd68ebfeba · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 56

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T05:38:46.478992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:40.481430Z digest=sha256:15840f5bad37c9256321d97e0017caa60a5392a3554f0ef886f1328b37448f19

Observation 2a44a93c-5be4-4189-a8ab-995a665f86a1 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 57

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:38:40.585347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:40.585347Z digest=sha256:0d88a9cffa0167b04aacfcfabce8b7bce0e152c115f3d61095cf99c38bb12a31

Observation 270703d4-42bf-49ba-8d83-f519d6921ec3 · outbound

This paper cites Chen, and Aad Van Moorsel.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Chen, and Aad Van Moorsel

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:40.643562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:40.643562Z digest=sha256:12f9a2d3f92f8eed30640390fcab7623215f79415778b84ea30f7d7918dc2388

Observation fc8fcd55-a169-465c-86ca-10492c7ec10c · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 59

Resolution
malformed identifier
no resolver link, observed 2026-08-07T05:38:40.713145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:40.713145Z digest=sha256:c5ddbae22930672b389adcb1b025467dee512a3adab57db3c1d1e0634d19e921

Observation 9c132a0f-0f40-4521-b49e-669170612777 · outbound

This paper cites Chen, and Jeremie Decouchant.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Chen, and Jeremie Decouchant

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:40.790187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:40.790187Z digest=sha256:56b6924adeb3abba29a381074293b2dd7577c7984b99e07784e3b1683253cfd8

Observation e2d04cd0-58be-420a-af88-1fb7a4d40f04 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 61

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T05:38:44.254682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:40.892835Z digest=sha256:28fe52f21c2b8a324b8606497437f4e80b84fff2578803e680073df8fd95dcd1

Observation d0aef37d-8874-45bc-a3c4-fe2527b2cfa2 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 62

Resolution
verified exact
doi, observed 2026-08-07T05:38:41.674673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:40.978590Z digest=sha256:bd89fa9de5131e1d18c2ed7c7eb10d1ad70eb22af23272ccff8806f59b309c9a

Observation b7bedc48-cc1c-47f3-b6af-922f7e63018e · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:41.056181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:41.056181Z digest=sha256:e43c5e1f9e43f65e07f5fd86c767db1fe0a7ad83aa30d638701cd620f12cf2d1

Observation 3bb0079a-2241-4dcf-9e03-36320d8200e3 · outbound

This paper cites The Tradeoff Between Privacy and Accuracy in Anomaly Detection Using Federated XGBoost.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems The Tradeoff Between Privacy and Accuracy in Anomaly Detection Using Federated XGBoost

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:41.132237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:41.132237Z digest=sha256:b1b70a0ab16be9e7d2850072e8aa284bfd3abcd41aaf825759edeff639c3dcb5

Observation 593ca79b-0563-42e1-af57-4df4d00c6fb8 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:46.312351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:41.202446Z digest=sha256:a5fffe932e192482d4c89861cc5bfd820725f0ca269cca069e45dbddc4d0bd97

Observation 34573fd5-5660-4ca5-b8e6-0525444af994 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:41.336053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:41.336053Z digest=sha256:2f9e1d8a9055a6b461639c2376d3fed802a9a29be98f8b433495b7d5e343336d

Observation 429dd571-4c5f-4759-b678-ea216dea3191 · outbound

This paper cites Zhao, Atul Sharma, Ahmed Roushdy Elkordy, Yahya H.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Zhao, Atul Sharma, Ahmed Roushdy Elkordy, Yahya H

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:41.433713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:41.433713Z digest=sha256:0883758ec08c5f34cddd501a49f5848f6e26d749196683c453fd657049051105

Observation b49a1e74-60ef-4759-b249-4fa8d6670fe2 · outbound

This paper cites path traversal.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems path traversal

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:46.060900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:41.518404Z digest=sha256:572f1cbb01aff8b5233aee093267c0d0f2c65ec626c56bc58db964205e293dd1

Observation ffda21bf-6762-40c6-874e-dfedc622b1e6 · outbound

This paper cites an unresolved cited work.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Unresolved cited work

Reference 1854

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:38:47.883437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:36.396170Z digest=sha256:cda7367595945ae93aec1acf589517f150d92fbe1815569a468c450e09007edd

Observation 74fe393f-6593-4cc3-8f27-c7e6b3f51162 · outbound

This paper cites Practical Secure Aggregation for Federated Learning on User-Held Data.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Practical Secure Aggregation for Federated Learning on User-Held Data

Reference 2016

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.152453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.152453Z digest=sha256:602d40f782fd26abd374e80bdfbc47af6b80a3a1c44540086e6240ad66a16abf

Observation 08972455-1330-445e-bf67-91b3af60625f · outbound

This paper cites Can You Really Backdoor Federated Learning?.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Can You Really Backdoor Federated Learning?

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:40.092707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:40.092707Z digest=sha256:ff3e1f4096f9fb1f75bc6aec123a68e5ace58c0411142c71ba7406c3fa19075a

Observation 489451c5-830b-4827-97de-8941612a3aed · outbound

This paper cites In 2021 International Conference on Networking and Network Applications (NaNA).

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems In 2021 International Conference on Networking and Network Applications (NaNA)

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:37.415697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:37.415697Z digest=sha256:6d54ebc9901ab5b886e5312f7e74f6c9b06360dd2d0be415a163b1683a45aa74

Observation 59f92e6e-579f-4394-bced-a06b168a9b8b · outbound

This paper cites Neural Computing and Applications 36, 11 (April 2024), 6231–6256.

TimberStrike: Dataset Reconstruction Attack Revealing Privacy Leakage in Federated Tree-Based Systems Neural Computing and Applications 36, 11 (April 2024), 6231–6256

Reference 2024

Resolution
verified exact
doi, observed 2026-08-07T05:38:43.826296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T05:38:34.727548Z digest=sha256:1c81dcf040f4de24e45e114d1acb20963513fda6740d6e8f53e62a9452651fdf

Pith citing papers

No inbound Pith citation observations are available.