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Paper Citation Record · LEDGER

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models

As of 10 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2509.05318.

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

pith.paper-citation-record.v1
2509.05318 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:44:42.825776Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

66 of 66 outbound references displayed

  • verified exact2
  • verified fuzzy18
  • unresolved46
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7dbad66f-2914-4716-84c5-46b6df6380bd · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:53.378547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 4df370c6-2002-412b-932d-7f2b67999491 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:53.236308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:38.289511Z digest=sha256:cf49513d90f0d2bfa5d19ef8bf4c645e203e3a088c6d109001ecee1dbc431c15

Observation 67651c30-a3da-4feb-ac8a-ceaf6a0aa93b · outbound

This paper cites Challenges and Applications of Large Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Challenges and Applications of Large Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:38.382758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:38.382758Z digest=sha256:570761b6c26fc01c74e20e85b20328852128c53a316d14e3373c041834bd294a

Observation 7be810cb-57e9-4700-acc3-d7151dd62d3b · outbound

This paper cites Llama3, The llama 3 herd of models, https://llama.meta.com/, accessed: 2024-7-23 (2024).

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Llama3, The llama 3 herd of models, https://llama.meta.com/, accessed: 2024-7-23 (2024)

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:38.496271Z digest=sha256:a69b05ca4c864029d5ad071a094225427c863de7f92e9cf93b18b41f2601617e

Observation 0a05869e-f553-4415-bde9-4ca2e4442cf2 · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:38.561589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:38.561589Z digest=sha256:49abdcbc496a7d49f51a50a619f10dcd8625ff3068fb1d8bab9bd351e5650098

Observation 34d3dfa2-059d-43e8-977d-805300c66eb2 · outbound

This paper cites Raffel, N.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Raffel, N

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:52.932899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:38.662229Z digest=sha256:48147b0dcdf1f4534f625feab21529842cb96582ca8f7f66afde343c9a838437

Observation a61a1d92-56d5-44f7-a617-babb3daf5ec8 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.800973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:38.833959Z digest=sha256:beaf672d63303a69d4e23903b700ecf2d58c06185201443188a9ca1284b4940c

Observation b13d3ca9-c85e-4941-a692-163a2708e3ec · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.641258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e6de0062-660e-4536-b1ef-1c76797b4d3c · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.478256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:38.990539Z digest=sha256:3352659bbe064cb73a24c61f1d9f045fda16ffb91db07865a8e78405d8b120ab

Observation 3429b4b7-de1c-4fce-bbc3-7871f05d0f79 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.303499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.049148Z digest=sha256:093016042e24003e89ca936c97765d328a1bcb4ad8857bb8f1d5b72d43853219

Observation cc60e9ee-4794-4781-a817-094cf58daf4c · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:52.117191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.098187Z digest=sha256:049e84bf36828bc2891c6624cf89eb8f8846a305d95c2bbb5c61c225c98f5615

Observation 2a239631-db06-49c6-a7c8-45515c6293eb · outbound

This paper cites Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Breaking the False Sense of Security in Backdoor Defense through Re-Activation Attack

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:44:43.548131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 89d3a48f-30db-4042-ae92-771d199ec203 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.923338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.161099Z digest=sha256:b1e54099c2397aa8f804769d334230b498e879a72395540f06f694d7ca98635b

Observation 6cc2dca5-7617-4feb-b2a4-4d2108294966 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.762047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.189425Z digest=sha256:e6b33d58727ce44749f4725313ae68458854e1c91b754751a05b1da7346a8db8

Observation 1cf6db78-2dff-4453-984e-f64b5e21593a · outbound

This paper cites Azizi, I.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Azizi, I

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.242041Z digest=sha256:92743e293b39f056aebf53fde8e463622045fa520ef9caf7217c51dab85c80af

Observation 991d34a1-f11e-4349-a1a3-e3c65838f127 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.477708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.264155Z digest=sha256:e2fa08f371a30dbd3c22cf7568232ae288d5bc9610209f88cc08220b5c8d7c44

Observation fe509e1c-95a7-4a22-b950-758a9e4bc250 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 17

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d70639a0-4753-4761-96e4-3f871b8bb965 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.236779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 6e780743-824d-4b72-82e6-281c7a9e925f · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:51.052127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 66c668ea-0748-43be-b467-d9f2a53e0e3c · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:50.858117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.521274Z digest=sha256:2a2ffb1211dc95549c0cef172a52b720483cdea2bc5489b9df99634997cdffd0

Observation e788dd8c-bcf2-415b-93a5-21a42d668558 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:50.671485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 104733dd-1117-4c5d-afce-fd237cba4a9e · outbound

This paper cites Krishna, J.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Krishna, J

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 3ef66685-8f81-466c-945e-f0af83f7514e · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:50.282838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation b6ead8e6-9d89-49d3-a34a-25d46405f8e1 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:50.070202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 03bc786a-ed13-4ffd-9998-ab2da8a09a0b · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:49.797679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.769093Z digest=sha256:4861928e39806de8a38049992577c0222c2fc3406ceedffe6fdec75daf9a4a2c

Observation d4619241-fa26-49db-8cbc-bbceae42d843 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:49.527154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.814813Z digest=sha256:1aa3c79a3e55d440200cdf838650d14aaa9cb41961a6943ceac75313da34a013

Observation 29ce9d20-7fe8-4c4e-acf3-514ab7c2e7a7 · outbound

This paper cites Branco, A.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Branco, A

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:49.227936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.852949Z digest=sha256:be5b7637a36336e59ffe45b6ab69813f3fa2b5ec6548693c1c0e7d51f5599ff8

Observation 176b90da-c999-40a3-882a-efef4947e8c3 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:49.032165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.888208Z digest=sha256:a367b6fa188a873fc7d09d0f7eaa09e150f939e64a92aa5eb7c9412447ccbb1e

Observation 016a0d3e-6a13-4e47-a972-d06d9b4ae43a · outbound

This paper cites Devlin, M.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Devlin, M

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:48.849743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:39.927666Z digest=sha256:fdb78a4a1dc2de0b812dff41f06aace3e89b0c1f0865d12fff8a47fb78a7aa1f

Observation fa790f44-6e54-463f-bd70-97e66d550bab · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:48.652152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.004117Z digest=sha256:ab941cf8d920fc28a40dec54eac954c1964defbe9520c5470999562eac6583b2

Observation 0b406381-6497-40c3-b177-eb3b0e7da876 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:48.377397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.034385Z digest=sha256:9cacca7a46affebc681004c71dc620d839377e2a7100e247881faf543b6071f4

Observation 0150461c-3fb0-482f-9167-c942eb04b180 · outbound

This paper cites Data-centric NLP Backdoor Defense from the Lens of Memorization.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Data-centric NLP Backdoor Defense from the Lens of Memorization

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:40.109326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:40.109326Z digest=sha256:1cbf8ea49a85a860ce86b17ec2c86b2ade53a1c0e1ce8935a8f94b1ae2f585af

Observation 6e41ad14-2641-417a-a821-f09758947145 · outbound

This paper cites Backdoor Token Unlearning: Exposing and Defending Backdoors in Pretrained Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Backdoor Token Unlearning: Exposing and Defending Backdoors in Pretrained Language Models

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-05T13:44:43.395069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.171715Z digest=sha256:39e2ef9da926e6dd80d2b3192f29db25ece66c49b3c9f76af514005a1a5b2c62

Observation 67f076c6-62c4-4a78-8e91-e5de474224ed · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:48.128106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.249039Z digest=sha256:b3793ec1a9d548eb08b91162a6f2c9c259b3f40d17370cbf1abe083dcf5c6af2

Observation 9dbd814e-3dfc-4727-8674-ff8cc00ae51d · outbound

This paper cites Zhang, D.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Zhang, D

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:47.916875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.337843Z digest=sha256:55629cf1c36d0929c2b0b1359d3c2c19580e5174fab3816f5d007a464babd66c

Observation 0c2b3e3d-da0d-4850-babe-bc3b83fca900 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:47.751922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.443185Z digest=sha256:f2172b580ce0c2ed583e854f69137d00ed7472fbb0c99fe8bdcdfaf48eeda58f

Observation 7432f714-1c13-4f2d-a380-5e1de65c1e08 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:47.595575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.524957Z digest=sha256:53f6be2b6a81eff9ae5d60184e6dcfa278de7d16739a890fdd540985ec9e0162

Observation 667d7122-d571-49e2-a782-b5bf62d16217 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:47.395875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.607882Z digest=sha256:cc387c542e4361cccc187ffe0ec56770f4d8f6441ade976e54728c8a60818477

Observation 4ae5417f-cbce-42f4-9d3b-93952f3c344a · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:47.185300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.703011Z digest=sha256:fa185fd5dc61a38c4064ee12be203210f6215e9251d22ee617c3db163a5f640d

Observation 800ba633-6cc2-4094-9877-7ac6a156e8f5 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:46.948395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.741048Z digest=sha256:d746be74f231ab2bba2bc6ed39bb72b7be106e890811cac0a82c90da93055b50

Observation b9428d9f-3426-4500-81a0-9ff987a87329 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:46.806697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.828934Z digest=sha256:79b1faab82ea7c125bcc6d8f521df423f5a62705b93abddd68c9fa1c0c9a1ae2

Observation 3ddc8e5a-a643-4a17-938d-0c5aabff49ba · outbound

This paper cites Radford, J.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Radford, J

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:46.622951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:40.964744Z digest=sha256:bc82f8747afa25ab3f981283e1398d3f4490fac65fb7c7d1476728c3bf481c10

Observation 3e80c3b6-7ffa-41ba-add7-cc2b2303f6a8 · outbound

This paper cites Dyrmishi, S.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Dyrmishi, S

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:46.461386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.026968Z digest=sha256:09f825cec72e7376899226b1d57f80275a6731399889634d4fb4f4f119f29a5b

Observation 594abd37-7dd0-4cf0-b8d4-69092c2712b3 · outbound

This paper cites Mitchell, Y.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Mitchell, Y

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:46.299352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.129646Z digest=sha256:58e8816e8c0a6d31dfc15d63ebaaabeaa8ef92aabe1392b8dd7d83554dfb2200

Observation 3040ba6c-2149-4b5e-888e-55e7a244307e · outbound

This paper cites Gupta, C.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Gupta, C

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:46.110250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.178980Z digest=sha256:8197ce440a9b0c0641aa3c728d71dff8803d8781059e6dac98c29408e8167eb3

Observation 0518eef5-9afd-493b-bb43-cb820a396ab3 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:45.890232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.283381Z digest=sha256:27fba4f378e58e343483df4fc2bc55f915eab331319d50576bc8a0f3f67c2611

Observation 86f30450-c229-4e6e-a3f1-43b195eafafb · outbound

This paper cites Zampieri, S.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Zampieri, S

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:45.703389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.340710Z digest=sha256:e84777b7a7f4b828250dbbaca1a599e1aedba827dbf0f165762e9eeb6e722537

Observation 74d160d4-fd44-492f-80dc-c82e9c5d4d34 · outbound

This paper cites Patwa, S.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Patwa, S

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:45.552084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.413111Z digest=sha256:bd0a71b67f3147613545a319e11420e299cc85c815e7aed433568e6a455f73e4

Observation 734b0fc2-27ad-4163-aaca-ccb723be762a · outbound

This paper cites Gehrmann, H.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Gehrmann, H

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:45.353669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.481578Z digest=sha256:4a70d43b817fe785864a44a0e23181cdf23553e4c81c50c40461eb31c196eeaf

Observation 141a22c9-25eb-4ca3-aea2-aeba45f0acab · outbound

This paper cites Ippolito, D.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Ippolito, D

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:45.178361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.536468Z digest=sha256:02b3f339d71670123ba5dde4a9c96a1462a85f3521caade529c42f0483423536

Observation 119e0a14-6c93-4e2f-a1b4-f1e0896f891f · outbound

This paper cites Release Strategies and the Social Impacts of Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Release Strategies and the Social Impacts of Language Models

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:41.602566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:41.602566Z digest=sha256:cbfc56e7b8abfa51d123d3002bdc3baa7c6069fdac9fa6843a967e5a657a32a8

Observation 9b20ec35-528a-48ff-9dfa-2f9cb2ab89d0 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:44.990415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.664003Z digest=sha256:d70b990ba46bb3b405bb47b4752ae92881d0b3bc9571d5a5e0c2bcf711537c1f

Observation 3bf2815d-24f8-49a5-bea3-794053fb1539 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:44.822754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.721191Z digest=sha256:702e9c753872f7eb572e59ed5db1cbea17805aa6790194078e15a4145bdfa544

Observation 1d451abe-8d4a-41b2-b75f-f6a1447fb37b · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:44.636657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.791286Z digest=sha256:40d3f20448406c36f35c11e30850cbce86bcb6a515638087b0bd8731f25a7307

Observation 283a287a-a59d-4beb-9567-fd7fcd0352d3 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:41.909329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:41.909329Z digest=sha256:b5c8283e407eaee4fe34938e77cd4662db745e1e87d5c2fa9855fb86fe74eab3

Observation 8db492b1-f6f0-4fae-808e-dda9e934ef59 · outbound

This paper cites Jiang, Z.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Jiang, Z

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:44.409943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:41.960521Z digest=sha256:386c2759a60e70d1d47cb1df58abd58841aa8994afcf091e687d799dd1422549

Observation ed0f765c-17c1-40ff-9c40-850d8d68e25f · outbound

This paper cites JADE: A Linguistics-based Safety Evaluation Platform for Large Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models JADE: A Linguistics-based Safety Evaluation Platform for Large Language Models

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.021551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.021551Z digest=sha256:b6447f050f7288b9889024aadce81eebde93458be0a42602f7302baa391d57f0

Observation f64a7566-e9e6-4d39-9179-b484c31096eb · outbound

This paper cites Xiang, F.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Xiang, F

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:44.238016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:42.081177Z digest=sha256:a02a14d4d96912a30835057295c9a4696e907fedbd36193464b330211642b133

Observation eb567b5a-be92-48c1-9c60-9429010ca49a · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:44.058707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:42.167211Z digest=sha256:1528e264fdf9760fb607f70ce8a4c732145f28bf1ffdc67e36caa9288e416d21

Observation abd64604-a92b-4bf6-adb7-bfd47f9f9259 · outbound

This paper cites Huang, Z.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Huang, Z

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T13:44:43.932825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:42.280553Z digest=sha256:b2846a7c465bbb2b7f24902a375b932a12352a8e47741df9eca7df47699f5239

Observation bce08bf8-3206-4472-a0c8-becb144e8d43 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:43.793868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:42.430154Z digest=sha256:0c85763dddcfaa5ad2888cd30008901a72790f77746bfd80677d0e88e59ce150

Observation bc97b6c1-17a7-4ac7-ae9c-43cfdd8714f8 · outbound

This paper cites Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.510419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.510419Z digest=sha256:d48ae59d5e69f74659cc4b3648c9255fdaf9b9ea8786447ad25ff5cda735d8fa

Observation ab287774-33e5-4f7b-b50c-296f93d4ccd6 · outbound

This paper cites BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language Models.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models BackdoorLLM: A Comprehensive Benchmark for Backdoor Attacks and Defenses on Large Language Models

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.571849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.571849Z digest=sha256:99583b4f61f64abfc977cb8905e893ae264108603650436766b3217b54fb503f

Observation 74942efb-7b31-4065-b2ad-6aa86531e9d5 · outbound

This paper cites Instruction Tuning with GPT-4.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Instruction Tuning with GPT-4

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.673983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.673983Z digest=sha256:81d01b45dd9f0071f8162dd6eebe5d150b358096856fa88469969ec7e46db7f5

Observation 3767b6da-1e81-4d4a-aeb8-306581565e7e · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-05T13:44:42.733896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:44:42.733896Z digest=sha256:8126d76c06253cd8e4de59d4a0d145419f2077e1f5056142e49d864cbd43383b

Observation 77038c86-1a7a-4d0a-8353-dc7775480d76 · outbound

This paper cites an unresolved cited work.

Backdoor Samples Detection Based on Perturbation Discrepancy Consistency in Pre-trained Language Models Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-05T13:44:43.647654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T13:44:42.825776Z digest=sha256:5ae296fb7ca8189ee1add4e1cc665047c45eabd565c9344f31ddc4fd14d3571f

Pith citing papers

No inbound Pith citation observations are available.