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Paper Citation Record · LEDGER

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting

As of 22 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2502.02410.

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

pith.paper-citation-record.v1
2502.02410 v3

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T12:28:55.209629Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-22T09:10:05.320094Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T09:11:21.077299Z

Reference resolution

20 of 20 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 61a50dc5-d4cd-45f5-981e-11ccf1776527 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.458206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.147741Z digest=sha256:08be2cf1d055401537b760ecc1badc54d537ce961332d82e0e98663f03db1fad

Observation 91613e6b-43e8-4494-8505-33bef2934c48 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.432243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.154225Z digest=sha256:7323617298c102ef0fbc6b78ba0fe0f6d2670b95b021895d6e9e2996ddf2b5e4

Observation 51fd1c36-9af3-4b01-b325-5f2827dfbc50 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.420252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.157333Z digest=sha256:f81ac900d62b50f2c93d473618b6c0880638db500593a362a37767c06ed82041

Observation dd8c2c09-0653-4609-b5da-ef3386177475 · outbound

This paper cites connect-the-dots.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting connect-the-dots

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T12:28:55.407597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.160924Z digest=sha256:880febb619c104e1d9a79d6b686ab89c3ef43a149197094dc830ff9aec5bb02f

Observation 922b06dc-1e6c-47ad-a77e-01e8524481ac · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.469119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.164403Z digest=sha256:b6664847c837cf6495e010b840d4039fabb56b36383a0b7bfc9e6b05428f4740

Observation cd9c00c3-5ec1-4aba-a066-7a5ef1c65ea6 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.396299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.167647Z digest=sha256:637ce9d96de683a275e649fe0fbad91fca45c4cbf5d063981c3a4dbca28aa9a9

Observation 7133b459-cd20-496f-ba46-d0509e0fa62d · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.446076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.171144Z digest=sha256:44b72df686f1cd86c4a96e8572e62aeaad13abce74a7eb1ad26ebf9f393f3b95

Observation 3c79fd98-e2c4-4369-9c92-c9e99e3f6872 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.385266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.174281Z digest=sha256:86d741d3253d2528ed4e85853c68a4658ef5febe2ea9e3bc0d910aad862a6184

Observation 39ece967-29ab-4cf5-8d28-ecbb46e2ef46 · outbound

This paper cites The first two steps are identical to the pervious section, since they do not depend on the distribution of the bottom-level subsampling procedure (see Appendices E.1.1 and E.1.2).

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting The first two steps are identical to the pervious section, since they do not depend on the distribution of the bottom-level subsampling procedure (see Appendices E.1.1 and E.1.2)

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T12:28:55.372807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.177744Z digest=sha256:078ff9bfd88fcd626ac35598514bdef12a405c750996fb9b842d91105be94243

Observation 762cff4a-7903-4cdb-8d3b-33c754dc8699 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.360261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.181325Z digest=sha256:cb8b39307c80c10959b7f1168894ae7c76bd5f55f6b5426b24c0f4838c3bc9f9

Observation 1784dadf-1e68-4107-ab6e-5273508e6df5 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.348999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.184816Z digest=sha256:5e77a2d8c9f19bbdb3b6f47043a40736ee612bc7b831ba8c36af50cb3da0c39c

Observation 902eb597-1b89-4b10-b588-6a75b15cf359 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.336578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.188322Z digest=sha256:512f89bbd268f8ccf7613b391a57dacb71d4c4e706b0802b08f16703a4df22dc

Observation b9a1dce4-2317-4849-8daf-0634718dd262 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.324958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.191878Z digest=sha256:9115aa67d3d78c50477711b1b06acccf8f10334be3dce5f4437949816057212b

Observation 3505f851-7f8b-4073-81b5-7b911750ff61 · outbound

This paper cites connect-the-dots.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting connect-the-dots

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T12:28:55.312388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.195232Z digest=sha256:3b0114fa680d5941d935f7304af514a3e0101324c0ef20be86c4e22d29336109

Observation 3af1e6a6-35fe-4ec9-abcf-efbb974a7be7 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.300462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.199486Z digest=sha256:f4debc0f6b42c20c5dfbcdbd0bf519a24dda37f35f7b31440e218d7991134653

Observation 335cae23-c856-4394-b90c-28ef1d458166 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.288672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.202950Z digest=sha256:e4a66811fe6c7c1c21260e3c9188f2edea21d2b2c433dec099be561c059c2622

Observation 0e1e8b0e-426d-484b-99a2-1ed1ee30d1a2 · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.275435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.206415Z digest=sha256:d70f718d780d547503f012fbe31d2f4fb4f17347319c38e79a228776db6ea3b7

Observation bcc397c7-765e-4524-85b7-b558a97609ac · outbound

This paper cites an unresolved cited work.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-09T12:28:55.261123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.209629Z digest=sha256:bffa43659c03b716438bdcf5643bbb7ea19f1f26b7529ff037c37962683d5588

Observation 8eb927d6-982f-432a-bfc1-eaa789a6e4d9 · outbound

This paper cites Opacus: User-Friendly Differential Privacy Library in PyTorch.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Opacus: User-Friendly Differential Privacy Library in PyTorch

Reference 2009

Resolution
unresolved
no resolver link, observed 2026-08-09T12:28:55.135176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T12:28:55.135176Z digest=sha256:4681bca55ee6e8b0f4795c3a9d5f8a83840d80e3b23aba651799e68a44ee7356

Observation 26d6f33e-e8ad-4707-bf8f-a5a2e7f82361 · outbound

This paper cites Group Privacy.

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting Group Privacy

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T12:28:55.480941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-09T12:28:55.139802Z digest=sha256:17c328225f1946488a8dcbac52d9b241b60cefd7b5a1a83eb2d435c12d2a1242

Pith citing papers

Observation d0bee05f-72ab-4f38-a965-9b3e9e517c6c · inbound

Provable Robustness against Backdoor Attacks via the Primal-Dual Perspective on Differential Privacy cites this paper.

Provable Robustness against Backdoor Attacks via the Primal-Dual Perspective on Differential Privacy Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting

Reference 63

Resolution
verified exact
arxiv_id, observed 2026-05-22T09:11:21.079496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-22T09:10:05.320094Z digest=sha256:af3571594afe720dcb77de45c801b2c3576849ba9dae487c2b231e55bbabd9b0