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Paper Citation Record · LEDGER

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion

As of 7 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 0 inbound Pith citation observations for arXiv:2507.22813.

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

pith.paper-citation-record.v1
2507.22813 v1

Coverage vector

measured 83 of 83 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:19:32.823544Z

measured 83 of 83 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

83 of 83 outbound references displayed

  • verified exact8
  • verified fuzzy51
  • unresolved19
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b599db4b-a88b-4b9a-b70c-d3ec1d08d44d · outbound

This paper cites Bad- nets: Evaluating backdooring attacks on deep neural net- works.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Bad- nets: Evaluating backdooring attacks on deep neural net- works

Reference 1

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation cf0c174e-f53b-4284-8182-d67c1b11bb44 · outbound

This paper cites Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

Reference 2

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no resolver link, observed 2026-08-06T11:19:24.890880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:24.890880Z digest=sha256:f8e5f36178d764c6caa99cb625671d79c6e289435f3b478aac8a805312eb7170

Observation 6ebcf520-8699-4fbe-925d-60464aa914f7 · outbound

This paper cites A new backdoor attack in cnns by training set corruption without label poisoning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion A new backdoor attack in cnns by training set corruption without label poisoning

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:24.973154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6d05e8c5-03ce-430f-a96c-b80d876e581f · outbound

This paper cites Input-aware dynamic backdoor attack.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Input-aware dynamic backdoor attack

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:25.070209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:25.070209Z digest=sha256:077199d6bce5741e0a35d3964c00b58ef4a762dc09f3bf10103a269bcb8a3006

Observation c374dd6d-8b0f-4407-ae75-53fab30d318d · outbound

This paper cites Wanet - impercep- tible warping-based backdoor attack.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Wanet - impercep- tible warping-based backdoor attack

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:25.149072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:25.149072Z digest=sha256:2ed6ae3981a85ad72f6d3c147721e396f288d111c007a644eb9253b89bb2b3d8

Observation 41467d86-b509-42fb-94bc-833fae4e1709 · outbound

This paper cites Color backdoor: A robust poisoning attack in color space.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Color backdoor: A robust poisoning attack in color space

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:46.691384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation a4dcc2c2-76a7-44f6-b367-a69a49110328 · outbound

This paper cites Bppattack: Stealthy and efficient trojan attacks against deep neural net- works via image quantization and contrastive adversarial learning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Bppattack: Stealthy and efficient trojan attacks against deep neural net- works via image quantization and contrastive adversarial learning

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:46.564377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:25.337309Z digest=sha256:43ddcfbd3a7f614b4d05f798ec7cb3fb5945bf28defeaffb5824a509052be402

Observation b17f547d-25ef-4f92-b1c6-2886e2423b01 · outbound

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

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Invisible backdoor attack with sample- specific triggers

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:46.322179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:25.420185Z digest=sha256:3ba83ae7b7d8db80e82bb4eca973bc5a502e6ece0cafda4e09a16a75268e3a36

Observation 3eacb30f-76f5-411a-a959-f408a2319d19 · outbound

This paper cites Backdoor Attacks and Countermeasures on Deep Learning: A Comprehensive Review.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Backdoor Attacks and Countermeasures on Deep Learning: A Comprehensive Review

Reference 9

Resolution
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no resolver link, observed 2026-08-06T11:19:25.550515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:25.550515Z digest=sha256:f902929dfabd2cee8c00246ad14c9716edd868e7cf4937b44dc4a84a4a7e2916

Observation 0db4956b-b9e3-4327-9d16-c7332188a06a · outbound

This paper cites Hidden trigger backdoor attacks.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Hidden trigger backdoor attacks

Reference 10

Resolution
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raw_fallback, observed 2026-08-06T11:19:46.066766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation fb48843b-a29e-4810-b0fc-ef0a5222ab2a · outbound

This paper cites Backdoor Learning: A Survey.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Backdoor Learning: A Survey

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:25.731512Z digest=sha256:7088876efdd9b468dd45a384a441dfe1ee32f27d162fbfe812595a88057e8789

Observation a3058032-2d91-4909-adc4-03e6a417bbe9 · outbound

This paper cites Physical backdoor attacks to lane detection systems in autonomous driving.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Physical backdoor attacks to lane detection systems in autonomous driving

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:45.923687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b2fa94f8-13e4-414e-bbfe-778a35c871dc · outbound

This paper cites Towards backdoor attacks against lidar object detection in autonomous driving.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Towards backdoor attacks against lidar object detection in autonomous driving

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:45.738155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:25.908416Z digest=sha256:04be15845fc1770c2e69dc6382889da25f41b180bbab4dc71a30626d15cae733

Observation fc13596a-b27f-4d5d-8c65-eabc93b497be · outbound

This paper cites Backdoor attacks to deep learning models and countermea- sures: A survey.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Backdoor attacks to deep learning models and countermea- sures: A survey

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:45.560062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:25.977684Z digest=sha256:bb10fbf80b549ca8cb7e0cdca09b9aaf0ca65a8de4187da8ae249e2a101421e1

Observation 4476f2fc-caa4-4650-a1e3-e68a14b6370d · outbound

This paper cites A survey of recent backdoor attacks and defenses in large language models.Transactions on Machine Learning Research, 2024.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion A survey of recent backdoor attacks and defenses in large language models.Transactions on Machine Learning Research, 2024

Reference 15

Resolution
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raw_fallback, observed 2026-08-06T11:19:45.372639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation c62daac6-e9a8-4152-a058-556851c19283 · outbound

This paper cites Anti-backdoor learning: Training clean models on poisoned data.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Anti-backdoor learning: Training clean models on poisoned data

Reference 16

Resolution
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raw_fallback, observed 2026-08-06T11:19:45.196908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:26.125139Z digest=sha256:cc41f9ff193f2a7cc93ca506532a64d8e8e6fedfcc2913847110bceba3a661b5

Observation 8990d458-faf0-4f1c-8f4e-ac3bf90ccd4a · outbound

This paper cites Backdoor defense with machine unlearning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Backdoor defense with machine unlearning

Reference 17

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bd1c7b16-928d-45f2-a8a4-bed9cbe6fb55 · outbound

This paper cites Effective backdoor defense by exploiting sensitivity of poisoned sam- ples.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Effective backdoor defense by exploiting sensitivity of poisoned sam- ples

Reference 18

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:26.296957Z digest=sha256:d83cf3bfa04e17b955f46b32dafd694db39f57641396118c5060694a03baed04

Observation 88a70275-33fb-401c-8a91-85fd2e42b227 · outbound

This paper cites Backdoor Defense via Decoupling the Training Process.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Backdoor Defense via Decoupling the Training Process

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:26.346859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:26.346859Z digest=sha256:985dab73befdc8a7104e7bca39035ee34d88e5a25d4eea7dec366924cefc6f78

Observation e40412be-b21c-453c-9a7e-918eb8268ffd · outbound

This paper cites Adversarially robust anti-backdoor learning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Adversarially robust anti-backdoor learning

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:44.630481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 47806fe2-d287-4240-bace-376c22720a0f · outbound

This paper cites an unresolved cited work.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Unresolved cited work

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:26.544497Z digest=sha256:01aebad28401477f554b04ab0463e8bce2bbb911947ed3b59ead1861f7db7067

Observation aa31ac21-3b83-4a11-aecd-cc21091ed455 · outbound

This paper cites UMD: Unsupervised model detection for X2X backdoor attacks.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion UMD: Unsupervised model detection for X2X backdoor attacks

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:44.470305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:26.612731Z digest=sha256:b8f464d675bf41f81090f086a92c1aee5912d8ff8585bdfd1fa3ae8b72cfc797

Observation 0180bc47-cd11-4d5f-956c-76de46fd025f · outbound

This paper cites Neural cleanse: Identifying and mitigating backdoor attacks in neu- ral networks.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Neural cleanse: Identifying and mitigating backdoor attacks in neu- ral networks

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:44.296043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:26.701411Z digest=sha256:d3b12aa0913348b75d538fa4b2ec90756c2c57962780910b3abf6fb9903f775a

Observation 97d43bab-818b-4cdf-a902-1ef62cceb64f · outbound

This paper cites Trigger hunting with a topological prior for trojan detection.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Trigger hunting with a topological prior for trojan detection

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:44.119332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:26.789079Z digest=sha256:48312cb9c577fc8801b4b71382600be27c6ab35d25ab4ab782b6486c9f83ba8e

Observation ee663c55-93f1-449b-b35a-5a616c42e614 · outbound

This paper cites 9 Backdoor scanning for deep neural networks through k- arm optimization.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion 9 Backdoor scanning for deep neural networks through k- arm optimization

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:43.958106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:26.871933Z digest=sha256:0a572c002adfc7cc336f958e21651f8feaf476e4704d6cf7b3c49e782f1a99ba

Observation 27c7feb1-f078-4eb7-a168-effd04f2d632 · outbound

This paper cites Better trigger inversion optimization in backdoor scanning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Better trigger inversion optimization in backdoor scanning

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:43.810086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:26.936530Z digest=sha256:62f219a45beb8584f6d5d71ff1ef29826490e2bce5262631e7bf050cdfdb0ec1

Observation a591b1ce-758e-420b-8d69-a50b1d7f8794 · outbound

This paper cites Rethinking the reverse-engineering of trojan triggers.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Rethinking the reverse-engineering of trojan triggers

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:43.670755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.035144Z digest=sha256:3e3f2815b7dd7feaa8410ad4b7d508b6e2eb387bbb99422ea8f3639290fd464c

Observation b39d8f1b-7637-43f2-902a-a085b53ac43e · outbound

This paper cites UNICORN: A Unified Backdoor Trigger Inversion Framework.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion UNICORN: A Unified Backdoor Trigger Inversion Framework

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:19:36.238484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.096878Z digest=sha256:ae00bdd327e8eacdd1d5d32db88dd42a3ac6faf9df4b31cb858f5da61fd5ab8a

Observation 2d9208c7-ae21-4b40-aaf2-945a39ff6e46 · outbound

This paper cites Towards reliable and efficient backdoor trigger inver- sion via decoupling benign features.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Towards reliable and efficient backdoor trigger inver- sion via decoupling benign features

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:43.517128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.169157Z digest=sha256:671cdd4c94445f6fe1f4cf3f837bc89a090a6f4f4d5426cbd19444e9c993a61b

Observation 843e798f-1a57-41e4-91c9-d1f4fe398c12 · outbound

This paper cites Image synthesis with a single (robust) classifier.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Image synthesis with a single (robust) classifier

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:43.333738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.279440Z digest=sha256:efa99f9f00012f4bf764bc78857ce0aeecb4c06fa67957032f5320d2c8d17731

Observation f6ca69f9-1465-4a26-890e-d36bf13dde37 · outbound

This paper cites Single image backdoor in- version via robust smoothed classifiers.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Single image backdoor in- version via robust smoothed classifiers

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:43.210295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.388487Z digest=sha256:208e73471fe31704a61886a01e7653586f2b4310484bc60cb719dc27bca1bd5a

Observation 86909003-9e9e-4515-90e3-5569cb969446 · outbound

This paper cites The trojan detection challenge.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion The trojan detection challenge

Reference 32

Resolution
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raw_fallback, observed 2026-08-06T11:19:43.083410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.485759Z digest=sha256:e40e0a37cf0a53aeb36f66c4b2014359e03dae78b85611a048889e628f277bee

Observation 7d6e2a0d-2925-4712-94c6-cd8238af1cbc · outbound

This paper cites Intriguing properties of neural networks.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Intriguing properties of neural networks

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:27.591317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:27.591317Z digest=sha256:64473859d1bc1d74592d955c299ab32603f35bdb6340f8b67fc715764ef2a821

Observation 3c570eb6-d7dc-4d1c-81c9-cbec09a6f8c4 · outbound

This paper cites One pixel attack for fooling deep neural networks.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion One pixel attack for fooling deep neural networks

Reference 34

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T11:19:35.880751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.690961Z digest=sha256:949b0244e7349481887cfabac42ca98ed33ccf271b0eef30e2cd5d8b0081eefe

Observation 1cc2d8e9-1562-43e9-9282-8208a9ca8878 · outbound

This paper cites On the trade-off between adversarial and backdoor ro- bustness.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion On the trade-off between adversarial and backdoor ro- bustness

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:42.912407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.782951Z digest=sha256:8dfc824cb4a9e7b85c7d4bfc2a6d0dad67920ba930a2ac95edf0cffd5c1478ac

Observation 0af083e1-7e2e-40f1-8700-78e3b423dd8e · outbound

This paper cites Towards unified robustness against both back- door and adversarial attacks.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Towards unified robustness against both back- door and adversarial attacks

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:42.750314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.870674Z digest=sha256:bb7b16cfbeb6676020abf09220d0e81655da43d34ff141b7b81c05a5b5838567

Observation 21e59802-b927-4bf2-a608-7afac33ce9b7 · outbound

This paper cites Django: Detecting trojans in object detection models via gaussian focus calibration.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Django: Detecting trojans in object detection models via gaussian focus calibration

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:42.558429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:27.956764Z digest=sha256:bb6eb2e26f60c528392d999f988adbf0b2f9fde1f72017b493502920bc8dbd63

Observation d6f94b02-a5e3-4ee1-a085-c5fc858e5b05 · outbound

This paper cites an unresolved cited work.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:28.032077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:28.032077Z digest=sha256:e55dfc9c480f435660d280e8997ba32ed65b745440d83b215f1aff66d873e066

Observation bc12ef81-3fc5-48d2-82ed-249b76a68c99 · outbound

This paper cites Bet- ter trigger inversion optimization in backdoor scanning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Bet- ter trigger inversion optimization in backdoor scanning

Reference 39

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-06T11:19:35.438025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:28.113197Z digest=sha256:22c19baaa7a4eb6a00818dd4fb72434f5bebb4f07431184e185243f42f663cf8

Observation 814c8ec8-b84e-4fba-885e-85042c7bde1c · outbound

This paper cites Backdoor Scanning for Deep Neural Networks through K-Arm Optimization.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Backdoor Scanning for Deep Neural Networks through K-Arm Optimization

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:19:35.219228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:28.183717Z digest=sha256:ca225c5e5c0ce16abf7e09bdc9d080b4e9ea85843fe236f8929d75b9879ad4d5

Observation 54c29972-a38f-4fc1-874b-fec0b5da036d · outbound

This paper cites Towards reliable and efficient backdoor trigger inver- sion via decoupling benign features.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Towards reliable and efficient backdoor trigger inver- sion via decoupling benign features

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:42.361526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:28.248546Z digest=sha256:e6f3e37e06f7106719212af60c773d1b0e58fb087c5db15f40fbf422328bfeef

Observation 8cf74d97-c9ed-444a-a226-f104f9827ec6 · outbound

This paper cites Model x-ray: Detecting back- doored models via decision boundary.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Model x-ray: Detecting back- doored models via decision boundary

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:42.120425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:28.299420Z digest=sha256:20e5e37e1fc19d7c9cd1a3b462f7d5f40b4fa698dd35c591c7f0f0171133d7d7

Observation b00f2c82-31c7-4bee-aa65-29780624552d · outbound

This paper cites Mitigating Backdoor Poisoning Attacks through the Lens of Spurious Correlation.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Mitigating Backdoor Poisoning Attacks through the Lens of Spurious Correlation

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:19:34.896585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:28.378492Z digest=sha256:15944b616cd8725ab326fcb5d98aac90b865fddb64e21147ad56b17afb76cd89

Observation f91d9c50-051c-4034-b375-0c52e75d57b9 · outbound

This paper cites Shortcuts everywhere and nowhere: Ex- ploring multi-trigger backdoor attacks, 2024.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Shortcuts everywhere and nowhere: Ex- ploring multi-trigger backdoor attacks, 2024

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:28.470117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:28.470117Z digest=sha256:35662fcc5bcb642fcbf048e8ad03db83ff0cf735d6a18426c421fe981b633619

Observation efdfbe2e-7d5a-463b-9dbe-c94231660f2f · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:28.570615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:28.570615Z digest=sha256:ab70f79942d9084ad913982d5ec1c2f331dee42364c3857b851110fa6bec6bd9

Observation c17c5d14-a189-459c-bbbd-668eb605945a · outbound

This paper cites Back- door learning: A survey.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Back- door learning: A survey

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:41.895791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:28.669724Z digest=sha256:fb6903fd1092912deca6883a75f9d546e6467ed8a09464f3e34e6cda015bc9cc

Observation 86f17659-4d53-444e-aae2-73b86e5adfc3 · outbound

This paper cites Diffusion models beat gans on image synthesis.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Diffusion models beat gans on image synthesis

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:41.725344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:28.741827Z digest=sha256:ed26c03e8caa38ebae577646a32c1b9b075475488c7961b55401ce88fac06a7f

Observation a3c67268-d0ea-42f8-9d30-34045894399d · outbound

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

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Score-Based Generative Modeling through Stochastic Differential Equations

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:28.807770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:28.807770Z digest=sha256:0e50254dee69c53a903d796d4e1dfaf6a42381ea8282ec7d5f4dad6b31bae0f6

Observation ad9140af-2f51-4d5c-9eb0-2d56fd3f40db · outbound

This paper cites Backdoor- bench: A comprehensive benchmark of backdoor learning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Backdoor- bench: A comprehensive benchmark of backdoor learning

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:41.526979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:28.916585Z digest=sha256:0a655188fc3bcba1c8206ed99a91f530533b2dcec85b3992232bbf34b3c1fd6c

Observation 0b71b525-f541-453e-bbac-0e890031c69a · outbound

This paper cites The trojai software framework: An opensource tool for embedding trojans into deep 10 learning models, 2020.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion The trojai software framework: An opensource tool for embedding trojans into deep 10 learning models, 2020

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:41.271457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:29.081447Z digest=sha256:f98bc0b828578afe38dd6cc3e1b90dc5162087937afab343dc7b3e3f3887a4c6

Observation 73ec66dd-dba5-4d22-bac3-c5b65b2eee62 · outbound

This paper cites Abs: Scanning neu- ral networks for back-doors by artificial brain stimulation.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Abs: Scanning neu- ral networks for back-doors by artificial brain stimulation

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:29.239925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:29.239925Z digest=sha256:257755cccc05c8544a1bc1a5f15250502fb40860f8d5ba35f56b85dc84a9fc7a

Observation 8fa5a1f8-1a04-4100-bd4e-be098944ad4f · outbound

This paper cites Trigger hunting with a topological prior for trojan detection.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Trigger hunting with a topological prior for trojan detection

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:41.103568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:29.344402Z digest=sha256:3f47f64b8bd9da79a515f4ae485e1227486a451e96416d10648e82eccdd7b6d4

Observation bc8c8499-a50c-42e7-92f3-7154085a764b · outbound

This paper cites Scanning trojaned models using out-of-distribution samples.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Scanning trojaned models using out-of-distribution samples

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:40.933126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:29.460765Z digest=sha256:c21b0f0376b1ea4e55b93fc59431b9e7f3eb7e6d7356c2f65297c28d7cac0b41

Observation c233d675-3b08-4e0d-b085-369f45cf740f · outbound

This paper cites Label-Consistent Backdoor Attacks.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Label-Consistent Backdoor Attacks

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:29.552491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:29.552491Z digest=sha256:e31e1c9e09efa4dd338cd5b51b03ac32d365c26c1d21357297abe37bfa773ae0

Observation 40dcbd57-97cf-42f7-aab8-efb30d4efb86 · outbound

This paper cites Trojan- ing attack on neural networks.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Trojan- ing attack on neural networks

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:40.683948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:29.612954Z digest=sha256:6c2392745364b67312e19a2c624a088cdf79ba6eb9732b35566fdf753e3fe011

Observation a4b3e909-e654-445a-a6b6-bffce58efed7 · outbound

This paper cites Certified robustness to label-flipping attacks via ran- domized smoothing.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Certified robustness to label-flipping attacks via ran- domized smoothing

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:40.490737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:29.687191Z digest=sha256:f149a3701a5e1fe24f59b46da065cd71c27d191af416c8b0816a5f36ff861dc4

Observation c6fb0c8b-4bcc-45ae-bbfa-6f2042783cbe · outbound

This paper cites A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T11:19:29.755689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:29.755689Z digest=sha256:a9f2d08b839eb7b1572b4506f90a5e5b3c8dcecc354ee147289813d1aff89da5

Observation 3c9b021a-01a5-4bcc-aee0-90b2de214068 · outbound

This paper cites Fake it until you make it: Towards accurate near-distribution novelty detection.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Fake it until you make it: Towards accurate near-distribution novelty detection

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:40.304237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:29.846610Z digest=sha256:da8ddbc0fdac8225152fa6b128092535be9a4878cb4289a51e7cf93fb07e0da3

Observation a4200bc0-16a0-4e3a-bf91-2a0a2396795a · outbound

This paper cites A Contrastive Teacher-Student Framework for Novelty Detection under Style Shifts.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion A Contrastive Teacher-Student Framework for Novelty Detection under Style Shifts

Reference 59

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T11:19:34.409584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:29.929038Z digest=sha256:646859f8d816fa8d17c12339871cdba27e5003b9467c1341712c61d5ca74dccb

Observation 7df42c65-4869-4faa-adfb-dd6c73f447ef · outbound

This paper cites Universal novelty detection through adaptive con- trastive learning.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Universal novelty detection through adaptive con- trastive learning

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:40.154886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.093630Z digest=sha256:d30bd21d359dae6135b2d69b31b59b62c7efde9895c3d93cf3dd850f87764e06

Observation 0120f702-402c-43a2-b6f7-c6e8f0b05149 · outbound

This paper cites Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings

Reference 61

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:19:34.107052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.153465Z digest=sha256:a03a5e67d5b862db0853258caf51eb0df660fd41a224be8a7bd92c3dfa8eac92

Observation e8c1bb44-c5d5-4c2e-a4e5-d6fd8b010c51 · outbound

This paper cites Rodeo: Robust outlier detection via exposing adaptive out-of-distribution samples.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Rodeo: Robust outlier detection via exposing adaptive out-of-distribution samples

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:39.968141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.254616Z digest=sha256:7623591368e33972e486bc492f164e3cf44724adcbb5b8b068af3a49e40288eb

Observation 63a5f8b4-17b3-4a87-9a5f-7f1515ee125a · outbound

This paper cites Killing it with zero-shot: Adversar- ially robust novelty detection.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Killing it with zero-shot: Adversar- ially robust novelty detection

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:39.776548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.327107Z digest=sha256:d5c592fd3ed624e27c82b7c01002a92caf6080f2d5789e9257d6e7ab85553eb4

Observation dad79244-2cef-4c2a-912c-7d1b578ae224 · outbound

This paper cites an unresolved cited work.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:19:39.582462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.432841Z digest=sha256:5f6a6aaea808e1333ed9326c2196bbc5f51af09484bd7cf6ae5b42e0af5e0fba

Observation 1d389c85-cd16-46af-900c-50b5b6a44f42 · outbound

This paper cites Mitigating spurious negative pairs for robust industrial anomaly detec- tion, 2025.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Mitigating spurious negative pairs for robust industrial anomaly detec- tion, 2025

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:39.421431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.523076Z digest=sha256:7cffb90a09709334cfa4ce980a74a292c754dac12725bad0773436924be3b4a8

Observation 4df17c49-f668-4962-955d-9b04df72360c · outbound

This paper cites Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detection.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detection

Reference 66

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:19:33.840810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.658979Z digest=sha256:9019a58cbfd5df4ba5975227d66ce2f797ae628aeb3154a8c11634d1520e1c5f

Observation 8d79bbbe-cc88-48a8-9a5e-d10f4f207839 · outbound

This paper cites Patch- guard: Adversarially robust anomaly detection and local- ization through vision transformers and pseudo anomalies,.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Patch- guard: Adversarially robust anomaly detection and local- ization through vision transformers and pseudo anomalies,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:39.202171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.833494Z digest=sha256:3ebc1682a8b07e5d89d7826931f2ac14b0c34fed825d7738d2aa4151fa9201f9

Observation bec7d3d3-f70c-4a1d-820a-7d758c6e1445 · outbound

This paper cites Single image backdoor in- version via robust smoothed classifiers.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Single image backdoor in- version via robust smoothed classifiers

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:39.026088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:31.129884Z digest=sha256:bc598d8fbb0fb855fa19baf8f05dfc1ba9f0c44d52e50d8e61bee684c3770897

Observation f2c84910-d4a7-4350-80d3-f800def43294 · outbound

This paper cites Tabor: A highly accurate approach to inspecting and restoring trojan backdoors in ai systems, 2019.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Tabor: A highly accurate approach to inspecting and restoring trojan backdoors in ai systems, 2019

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:38.862644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:31.234574Z digest=sha256:ec24bcc7cd4130c46f7dcfc22d666dba298e68e1e059710a26629c9b77201349

Observation 0e16818d-e267-4be4-aa24-0e79915d0ab9 · outbound

This paper cites Miller, and George Kesidis.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Miller, and George Kesidis

Reference 70

Resolution
malformed identifier
no resolver link, observed 2026-08-06T11:19:31.363352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:31.363352Z digest=sha256:123271bca6199a2993977f6e82453b7b7ba86b575753846f026a576777b49568

Observation 2f4c23ea-2670-43ff-8e38-deff453bd8ee · outbound

This paper cites Semantic Width and the Fixed-Parameter Tractability of Constraint Satisfaction Problems.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Semantic Width and the Fixed-Parameter Tractability of Constraint Satisfaction Problems

Reference 71

Resolution
verified exact
local_arxiv, observed 2026-08-06T11:19:33.279450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:31.477686Z digest=sha256:810e794e1c16de2843d6c4ae899f38935f1b036cc8a5798fdf31af41b9825bf3

Observation cbfccafc-6fdb-47d9-8b08-31023d273293 · outbound

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

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Learning multiple layers of features from tiny images

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:38.690580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:31.548610Z digest=sha256:df188c351d086e990bdd2be336c75c29935ebe59a7989dfbba5ae2e137ff2b95

Observation b6ccd33b-7e62-4302-a9ed-f04b0524bbc7 · outbound

This paper cites Detection of traffic signs in real-world images: The german traffic sign detection bench- mark.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Detection of traffic signs in real-world images: The german traffic sign detection bench- mark

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:38.485990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:31.620465Z digest=sha256:abb675c73a3620f854e2636d91e116992cb3e64158fcb9c45fe825604a6473ab

Observation e790e1bd-5838-40fe-aab9-02d9e7593302 · outbound

This paper cites an unresolved cited work.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Unresolved cited work

Reference 74

Resolution
malformed identifier
no resolver link, observed 2026-08-06T11:19:31.691242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:19:31.691242Z digest=sha256:265ff9f14ee1bb693c7e77073497e8069d57d7f1f098ed57f296dff1ecb6bc62

Observation b30a6253-0b36-4c09-8791-de0505025c61 · outbound

This paper cites Outputs: Decision (Trojaned / Clean) and, if Trojaned, the corresponding trigger δtar src.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Outputs: Decision (Trojaned / Clean) and, if Trojaned, the corresponding trigger δtar src

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:38.255468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:31.800635Z digest=sha256:9922100b7e66104262b31151eb36233e50326fe2284c88aa48186b4979eeeb18

Observation 26c07662-d25f-4b83-a0e1-9e8491cd6b93 · outbound

This paper cites DDPMs have emerged as a promising approach for gener- ating high-quality data across various domains, particularly in image and video synthesis.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion DDPMs have emerged as a promising approach for gener- ating high-quality data across various domains, particularly in image and video synthesis

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:38.054825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:31.974737Z digest=sha256:7f09902fc68dd9e63c309027576f83c472a14d766af500a11329845a96ef051e

Observation 2816a82f-18b7-44f2-9939-451e45b71fa3 · outbound

This paper cites As expected, these patterns ap- pear noisy and lack coherent structure, demonstrating that DISTIL does not erroneously extract trigger-like features from benign systems.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion As expected, these patterns ap- pear noisy and lack coherent structure, demonstrating that DISTIL does not erroneously extract trigger-like features from benign systems

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:37.888447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:32.092808Z digest=sha256:4337b4923ab0d473451dc0a7becc818934b28f78c0bfa0081401784b8ae7e0e1

Observation 9e6271ab-82c8-4b55-8bb4-d30584c8c644 · outbound

This paper cites an unresolved cited work.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:19:37.667042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:32.255326Z digest=sha256:7a5c5fdbc1aa0f738c5aaa653f08c8f643f0286b97a56bafb65e86bf9a54223b

Observation 2003e752-6fb3-4ee0-a0c2-0feb148cbfc8 · outbound

This paper cites BadNet [1] introduces a hidden pattern into datasets dur- ing training, often a compact and noticeable visual element.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion BadNet [1] introduces a hidden pattern into datasets dur- ing training, often a compact and noticeable visual element

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:37.510708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:32.390388Z digest=sha256:332ecd7cd5a5b38a6382cf392f95a74a45ecaeb168d5e3d11f76a86204b8016d

Observation d7f63218-8fca-4573-8e64-0666ac0be82d · outbound

This paper cites blind spots,.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion blind spots,

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:37.366917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:32.505053Z digest=sha256:31355820b38f4b073a363d1adf79f82122a26a412f8e5eb73cbbfb478823e66e

Observation 027fe06a-38bd-45a5-9179-171a7c9cf997 · outbound

This paper cites BackdoorBench Benchmark.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion BackdoorBench Benchmark

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:19:37.170909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:32.635308Z digest=sha256:01c4de897b8ac6b6c99a0d3401cf19097a6a64cabf309fb231c5fab1ec1edd05

Observation ceeebde2-8e73-4b44-a62a-2477323b3940 · outbound

This paper cites an unresolved cited work.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-06T11:19:36.956489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:32.823544Z digest=sha256:36193392230060e8c442d15ad85ebfa7c0a5216f46e3fce595aab9f9c1f27fe1

Observation d4fa5c5d-60f9-4061-a44e-d314965f89f3 · outbound

This paper cites an unresolved cited work.

DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Unresolved cited work

Reference 2025

Resolution
verified exact
raw_fallback, observed 2026-08-06T11:19:33.672073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T11:19:30.937311Z digest=sha256:97f60d5caacb1bcd84d62325d06e12aff83161049ab32f5c57373eeab59bdbc7

Pith citing papers

No inbound Pith citation observations are available.