Pith. sign in

Paper Citation Record · LEDGER

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models

As of 17 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2509.03341.

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

pith.paper-citation-record.v1
2509.03341 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:35:03.671430Z

measured 28 of 28 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

28 of 28 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 57032549-3058-41e3-8394-a9e87e6f7d25 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models , " * write output.state after.block = add.period write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.564828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.564828Z digest=sha256:d616390174c6c955dbb48d9ce4dcd04811645b0cdc6110a5f132784c470ee9a3

Observation 3a0bf04c-b93e-4df0-bba0-380e9cba953d · outbound

This paper cites write newline.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.569199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.569199Z digest=sha256:cb44211af7dcad328632e15d0550fda2cfbb305561a01c659404053570ade41a

Observation 3f8caec6-ac0c-4437-bfc2-bcbb285bced3 · outbound

This paper cites B.; Mironov, I.; Talwar, K.; and Zhang, L.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models B.; Mironov, I.; Talwar, K.; and Zhang, L

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.573605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.573605Z digest=sha256:8675ea3196518ca08a7e142896ce589deea82a4f6b5432d3e2cc665d19245771

Observation e17d2b3c-9d28-4eaa-9e69-0dd92e770c06 · outbound

This paper cites Private GANs, Revisited.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Private GANs, Revisited

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.577815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.577815Z digest=sha256:8dead5cdf6ae0c6a3fc493573f3b6b12a25aee82ef701745af5cd0654b5eaa2b

Observation d434ddce-4160-44a7-a3c9-847e7d47e454 · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.960364Z

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=arxiv_source observed=2026-08-15T16:35:03.581980Z digest=sha256:417a64b45c1d7b2f0c0073a9177ae8dabe15e8d1f5512e63bbf3902d9bdab1a7

Observation 1e7f10da-8757-4bfd-944b-f552ccf70300 · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.586052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.586052Z digest=sha256:100c7614aee1e037cc1a34f5cca4aa9d8034582adcce8a712ddaf36560e38702

Observation af11cc2c-8293-4e03-8836-f1fac746d91b · outbound

This paper cites Extracting Training Data from Diffusion Models.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Extracting Training Data from Diffusion Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.590078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.590078Z digest=sha256:9819d689e1b09889e0fa611f87c1449b394e31b2dc9c8d0f32c347dcedd1549b

Observation 2ca20146-ba94-4d26-9e59-660a56552c90 · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.939673Z

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=arxiv_source observed=2026-08-15T16:35:03.594218Z digest=sha256:060954e873d23e052b4d6047cb7b2e98d7a05448252b7c49d4271e0c66010e4a

Observation d7ceffcb-f9bc-4721-b08e-b6901509cdc3 · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.927712Z

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=arxiv_source observed=2026-08-15T16:35:03.598224Z digest=sha256:6c70f9f737e615bf287a3542298cb9cc15ca1d9a5f1fa88004eed99e8cb0cd46

Observation af8b1502-90b7-4b45-94e1-a2c11e2c1685 · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.915879Z

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=arxiv_source observed=2026-08-15T16:35:03.601916Z digest=sha256:c30b614d590658c9eb6dfec5d8b2b5a36e61dc1c9250678e232ef40713f30b8e

Observation a0e5b2d5-79cc-435b-a89b-760db2f9b87a · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.904535Z

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=arxiv_source observed=2026-08-15T16:35:03.605555Z digest=sha256:ce98c40e66e859d5f2c78412c28ca608bcb78e0ee503528646d3dbc425031dfe

Observation e967d961-8806-4b11-8731-08d86b1716bd · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.893176Z

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=arxiv_source observed=2026-08-15T16:35:03.609289Z digest=sha256:65865dfccb350faa2500fcd1c4a07b7ac17bb0550ce2b1bb7f136fc40c7902ca

Observation 2854b922-e776-4a69-9a64-ecb6527cb064 · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.881155Z

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=arxiv_source observed=2026-08-15T16:35:03.612769Z digest=sha256:246d0402f6842573cf0a28119a3a7e10f2641a7a3bb88862adeba98bc4a7dc01

Observation 2ce6dd73-fee1-4e96-a348-bdd92117a5a9 · outbound

This paper cites Differentially Private Diffusion Models Generate Useful Synthetic Images.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Differentially Private Diffusion Models Generate Useful Synthetic Images

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.616287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.616287Z digest=sha256:fedaf152ee0d0e975dc5c8812fb6a11a76a6288e5df9cb705e32acc4d94f6db9

Observation b6007e00-5196-4f36-ad6a-fc0f5c9f41ed · outbound

This paper cites Generative Adversarial Networks.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Generative Adversarial Networks

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.620298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.620298Z digest=sha256:def31622e89d7b5e6c01988c86b08b3ff04021d16350eb907da5705edaa726b4

Observation 17e236c0-0b17-4ed2-8354-fe0d3908001d · outbound

This paper cites Train faster, generalize better: Stability of stochastic gradient descent.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Train faster, generalize better: Stability of stochastic gradient descent

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.624093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.624093Z digest=sha256:78257532fe9791b2eab84ad326a00549f5f920af7a1e71c341b98b46e51c578c

Observation f007c484-c87e-411f-957f-01fad27dab06 · outbound

This paper cites GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.627962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.627962Z digest=sha256:711431b76ce885f07553e01e927d156021906993a65eb9ae0e83614bdf8859b8

Observation 8d5a529a-9807-4479-8b5b-163ccb746660 · outbound

This paper cites Denoising Diffusion Probabilistic Models.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Denoising Diffusion Probabilistic Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.631975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.631975Z digest=sha256:c937de01cc83c84589e84b39cdb5777a1ea6e10b076dabd81119ab569aded393

Observation 7c11e36a-8c93-404a-95bd-0f1b9d118ccf · outbound

This paper cites Elucidating the Design Space of Diffusion-Based Generative Models.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Elucidating the Design Space of Diffusion-Based Generative Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.635964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.635964Z digest=sha256:321aab55173a47096dd34c2785386abb4c3f2cb057b24b5ea1eaf6aeed39573a

Observation 4ea70845-4730-4d7c-80ff-284d9c39df8f · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.640918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.640918Z digest=sha256:5bc24130a0a543d1cf66bc279b10de404d745b6c6f8d4966b87e62f0a9c1de98

Observation a9b99062-7d98-4ed6-a42c-7cf8e0047d31 · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.863559Z

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=arxiv_source observed=2026-08-15T16:35:03.644738Z digest=sha256:b676bfee367105db1b43e408f6889dc60aa2cd4f4552fb76452f3e66ea6fc940

Observation 3c263ea8-a928-43c0-92ff-dcfeb8a5a940 · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:35:03.851471Z

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=arxiv_source observed=2026-08-15T16:35:03.648493Z digest=sha256:dd1206167edd2c3bc7c2ef6d8dda3cd0a4f8f542d8ec75e334c28ad8e06f5c9b

Observation c54489bb-94d4-4ba3-a13e-4ba1f40683ac · outbound

This paper cites an unresolved cited work.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.652136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.652136Z digest=sha256:6746a461a4231511c31204c1e358900767d6e76b995df78802b2bf67a56c4c22

Observation 0f8ce13f-1995-414a-8274-4fc94afc5810 · outbound

This paper cites Generative Modeling by Estimating Gradients of the Data Distribution.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Generative Modeling by Estimating Gradients of the Data Distribution

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.655584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.655584Z digest=sha256:8995e7129bbce71d78cc81867084103e4723cd66bfd92a4f125b711c4c419b91

Observation 2f809d73-8fdb-4d81-ac3c-441717705cef · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Score-Based Generative Modeling through Stochastic Differential Equations

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.659258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.659258Z digest=sha256:272e73dfb128ed905f92901f7a09262e9a427affb527ce51c44633a43439c889

Observation 43ae8c77-b9cc-4262-9368-06b0dba68112 · outbound

This paper cites Differentially Private Generative Adversarial Network.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Differentially Private Generative Adversarial Network

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.663029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.663029Z digest=sha256:d901c9dedca30690f9eab4c7e5d606b507951e9ec02ab6bbfc995e6851a9fe3c

Observation 47093cd7-9c59-42c3-a678-a92c9a3ef823 · outbound

This paper cites Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting.

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.666736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.666736Z digest=sha256:3dfc1928bbb013cbb7c7f5bd530e221ef6f2eb1044dbbabec923cba337daa9cf

Observation 04c0a7ec-340d-40c9-8205-668454718ef8 · outbound

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

On the MIA Vulnerability Gap Between Private GANs and Diffusion Models Opacus: User-Friendly Differential Privacy Library in PyTorch

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T16:35:03.671430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T16:35:03.671430Z digest=sha256:30faa1b757b5cb6fb5dca8998d52d3228940b03b3618b19e5509b9b58377c6b5

Pith citing papers

No inbound Pith citation observations are available.