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Paper Citation Record · LEDGER

FERRET: Private Deep Learning Faster And Better Than DPSGD

As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2506.05416.

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

pith.paper-citation-record.v1
2506.05416 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:57:30.650823Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

12 of 12 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved0
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 953e72f4-50cf-42fd-a9c4-9dfd6efa1ef5 · outbound

This paper cites Brendan McMahan, Ilya Mironov, Kunal Talwar, and Li Zhang.

FERRET: Private Deep Learning Faster And Better Than DPSGD Brendan McMahan, Ilya Mironov, Kunal Talwar, and Li Zhang

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:31.192026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.533785Z digest=sha256:d1b817e589ce9247e1cf50698d956c7ba7eb6977e456fb530cde122c657287ab

Observation de73fffa-e219-49eb-899e-65f696f4295d · outbound

This paper cites Li, Ryota Tomioka, and Milan Vojnovi´ c.

FERRET: Private Deep Learning Faster And Better Than DPSGD Li, Ryota Tomioka, and Milan Vojnovi´ c

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:31.152652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.541505Z digest=sha256:e65d6a7fca8669497079bb32170285225a288c3527e0efae7d97fb8d17b4d1cf

Observation adaa52eb-f497-453e-bbe5-d2f295ec9cca · outbound

This paper cites Signsgd: Compressed optimisation for non-convex problems.

FERRET: Private Deep Learning Faster And Better Than DPSGD Signsgd: Compressed optimisation for non-convex problems

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:31.109492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.547074Z digest=sha256:c9b5bc4335fa274c11cf0939b72209779030b0166e3bd44deb750e6f66d2b8b8

Observation baf2a646-240f-48d9-8e73-de529e81b290 · outbound

This paper cites signsgd with majority vote is communication efficient and fault tolerant.

FERRET: Private Deep Learning Faster And Better Than DPSGD signsgd with majority vote is communication efficient and fault tolerant

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:31.073174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.553450Z digest=sha256:6940a5c7618108c0785e19f861cf51aeacfbb0b75d4bc0af2a8eaaac15c56259

Observation 480f8b49-14bf-4ab9-b03f-d6fdc909b962 · outbound

This paper cites Differentially private optimization on large model at small cost.

FERRET: Private Deep Learning Faster And Better Than DPSGD Differentially private optimization on large model at small cost

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:31.030371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.559728Z digest=sha256:30caadd6af536292d50d0315bec50ecb0e56bd5208c91827460638fb3d2c637d

Observation 3bd0e5b3-1b8a-4654-8fdb-ea2d7acdb918 · outbound

This paper cites Differential privacy as a mutual information constraint.

FERRET: Private Deep Learning Faster And Better Than DPSGD Differential privacy as a mutual information constraint

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:30.991616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.566448Z digest=sha256:e949123063afc4a58478cc502634fd425e20b7e09da04310a7c5f238efed2dc4

Observation fb5d3181-e16b-4e08-96b9-b20643f7d4e4 · outbound

This paper cites The Algorithmic Foundations of Differential Privacy , vol- ume 9 of Foundations and Trends® in Theoretical Computer Science.

FERRET: Private Deep Learning Faster And Better Than DPSGD The Algorithmic Foundations of Differential Privacy , vol- ume 9 of Foundations and Trends® in Theoretical Computer Science

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:30.950568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.571859Z digest=sha256:596308fe3d7b7cf65da6e710ebec8005e772719ddd3ade30a886235349ae3e4a

Observation fe136f33-5be6-42d0-94d7-28476183f945 · outbound

This paper cites Stich, and Martin Jaggi.

FERRET: Private Deep Learning Faster And Better Than DPSGD Stich, and Martin Jaggi

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:30.879474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.606520Z digest=sha256:7164b0158579f11d4dcfa6abea21541c4d5d0f21d78adf0f46404d3adbb16c7f

Observation acb25dc6-1f60-4ad9-8d57-41a4e596070c · outbound

This paper cites Sign-full random projections.

FERRET: Private Deep Learning Faster And Better Than DPSGD Sign-full random projections

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:30.836420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.622182Z digest=sha256:4207b2c587fb945d2ecb92f4ba37e7e409d03a0a15320b4419a0036a3323e676

Observation 7022bda7-1fc8-49cb-90b3-3de07490a161 · outbound

This paper cites Openorca: An open dataset of gpt augmented flan reasoning traces.

FERRET: Private Deep Learning Faster And Better Than DPSGD Openorca: An open dataset of gpt augmented flan reasoning traces

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:30.794743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.630423Z digest=sha256:3906e635789bdd2edf59ce8030e54b28e1309732323da0d74d8122681d78346e

Observation 476e918b-9cdf-474f-9ea6-73f1f505c098 · outbound

This paper cites Dp-signsgd: When efficiency meets privacy and robustness.

FERRET: Private Deep Learning Faster And Better Than DPSGD Dp-signsgd: When efficiency meets privacy and robustness

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:57:30.759231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.637127Z digest=sha256:c7ec9cfff797e5bb4fd451c51a9a29dd8cd67eea726074592020f8e4dcd1a7a7

Observation a314ba67-70a2-47c1-b5c0-c10fd0260bab · outbound

This paper cites disjoint-support.

FERRET: Private Deep Learning Faster And Better Than DPSGD disjoint-support

Reference 12

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T10:57:30.724091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:57:30.650823Z digest=sha256:7ed2ef06f31d64bc611625d6ac262026bdd9b575905c1497e2eca1bf4f778c9b

Pith citing papers

No inbound Pith citation observations are available.