Paper Citation Record · LEDGER

TrojFlow: Flow Models are Natural Targets for Trojan Attacks

As of 17 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2412.16512.

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

pith.paper-citation-record.v1
2412.16512 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:36:19.680687Z

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 exact2
verified fuzzy13
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 156dadde-027e-40dd-a9b2-1e361fd76b7d · outbound

This paper cites Denoising Diffusion Probabilistic Models.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Denoising Diffusion Probabilistic Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.370837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a67f15e1-fa91-46b7-8411-5d5204110485 · outbound

This paper cites Denoising Diffusion Implicit Models.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Denoising Diffusion Implicit Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.384381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bc56d40-bd99-4ad5-b477-d4682bc9fb68 · outbound

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

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Score-Based Generative Modeling through Stochastic Differential Equations

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.391765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c7d6fbc-5c99-4285-8b8a-aebb966e6e73 · outbound

This paper cites High-resolution image synthesis with latent diffusion models,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks High-resolution image synthesis with latent diffusion models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:21.079339Z

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.

Observation 938db6c7-6aae-4c7a-96dc-c87b67c5ad17 · outbound

This paper cites DiffWave: A Versatile Diffusion Model for Audio Synthesis.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks DiffWave: A Versatile Diffusion Model for Audio Synthesis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.437535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2d800ca-0187-4ec5-8948-04f448e70d30 · outbound

This paper cites Equivariant Diffusion for Molecule Generation in 3D.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Equivariant Diffusion for Molecule Generation in 3D

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.450042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e2c9739-a6b2-4130-b549-c1fd9b35d7a4 · outbound

This paper cites DiGress: Discrete Denoising diffusion for graph generation.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks DiGress: Discrete Denoising diffusion for graph generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.462020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2d5ee65-ddba-4089-b05c-05c509b72b3e · outbound

This paper cites Generative adversarial networks,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Generative adversarial networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:21.039154Z

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.

Observation d0cc3600-c4b5-4c1e-b3fd-00beb3c20bd5 · outbound

This paper cites Auto-Encoding Variational Bayes.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Auto-Encoding Variational Bayes

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.483284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42d0ed4d-46f7-48fc-b310-40d909aa12ca · outbound

This paper cites Fast ode- based sampling for diffusion models in around 5 steps,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Fast ode- based sampling for diffusion models in around 5 steps,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.946063Z

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.

Observation e899acbb-2a02-40e0-bcc0-9ddb9932a8e6 · outbound

This paper cites Flow Matching for Generative Modeling.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Flow Matching for Generative Modeling

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.506675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd5fa73d-ce3b-4ed5-98b1-a79b80f90bca · outbound

This paper cites Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.517332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f62cdcca-36a2-4a92-9ec9-f73a13860b40 · outbound

This paper cites Con- sistency models,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Con- sistency models,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.905633Z

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.

Observation 3b416d75-2beb-4a29-b833-2283afa83c73 · outbound

This paper cites VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks VillanDiffusion: A Unified Backdoor Attack Framework for Diffusion Models

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-11T10:36:20.068557Z

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.

Observation 3e7ae812-637a-4fe0-b394-e7c3c93d3e74 · outbound

This paper cites Trojdiff: Trojan attacks on diffusion models with diverse targets,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Trojdiff: Trojan attacks on diffusion models with diverse targets,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.861741Z

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.

Observation f4932ec3-d4dc-452e-8576-dde5bd182e13 · outbound

This paper cites How to backdoor diffusion models?,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks How to backdoor diffusion models?,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.837032Z

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.

Observation 47ea2890-466c-454e-ac0c-8d6cb64d5180 · outbound

This paper cites UFID: A Unified Framework for Input-level Backdoor Detection on Diffusion Models.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks UFID: A Unified Framework for Input-level Backdoor Detection on Diffusion Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.566107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31f1da38-4c24-462c-9d90-494b69dc3fca · outbound

This paper cites TERD: A Unified Framework for Safeguarding Diffusion Models Against Backdoors.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks TERD: A Unified Framework for Safeguarding Diffusion Models Against Backdoors

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.574072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d03a82fc-1064-49cb-be5e-f54daa9b487f · outbound

This paper cites Elijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Elijah: Eliminating Backdoors Injected in Diffusion Models via Distribution Shift

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-11T10:36:19.877891Z

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.

Observation c62b8484-3308-4ba7-ac9d-cd01bd8ae6e9 · outbound

This paper cites How to backdoor consistency models?,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks How to backdoor consistency models?,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.807140Z

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.

Observation 2d4f237a-add5-448d-8812-048a47151fbf · outbound

This paper cites Badnets: Evaluating backdooring attacks on deep neural networks,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Badnets: Evaluating backdooring attacks on deep neural networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.740059Z

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.

Observation b36cb37a-0259-4b58-b69e-fc5806126294 · outbound

This paper cites Invisible backdoor attack with sample-specific triggers,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Invisible backdoor attack with sample-specific triggers,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.704534Z

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.

Observation 57edba2c-5467-46c0-9d43-36578a888db8 · outbound

This paper cites Invisible Backdoor Attacks on Diffusion Models.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Invisible Backdoor Attacks on Diffusion Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.611462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc73d50b-7e93-4571-b123-fbeb618f5d03 · outbound

This paper cites Learning multiple layers of features from tiny images,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Learning multiple layers of features from tiny images,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T10:36:19.619914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a9417d9-a8eb-4f42-b902-911469c51864 · outbound

This paper cites Deep learning face attributes in the wild,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Deep learning face attributes in the wild,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.666123Z

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.

Observation bf2d7314-fb59-447f-a0e5-b6c9701da08f · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Gans trained by a two time-scale update rule converge to a local nash equilibrium,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.640539Z

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.

Observation a66fc482-adf9-44a2-879a-8d12a7b181fd · outbound

This paper cites Improved precision and recall metric for assessing generative models,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Improved precision and recall metric for assessing generative models,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.622174Z

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.

Observation 3596db0a-d12b-4cf5-a72e-b1bc8ed70ea3 · outbound

This paper cites Adding conditional control to text-to-image diffusion models,.

TrojFlow: Flow Models are Natural Targets for Trojan Attacks Adding conditional control to text-to-image diffusion models,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:36:20.596204Z

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.

Pith citing papers

No inbound Pith citation observations are available.