Pith. sign in

Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:38.180361Z digest=sha256:8f037856aa829d9ddfb9803a1b13c2a826a314c679b09d5f4d0223f27228b7cc

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:38.289511Z digest=sha256:b2bf32d34cb312d3fff7ca2d00221423f0de80518bf7a1af191978bb9428e1c4

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:c9e101e0025c4a674f161d99b717757a19512693f9921d6752b8c070eefb8cfb

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
raw_fallback, observed 2026-08-05T13:44:53.073254Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T13:44:38.496271Z digest=sha256:9d7af5af236ea6b6e83edd5999869f9885abbd57e0494cab7b25e45fe3743e07

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=sha256:46c00e42c89c4f156450d537bd80ca75c7af104af56f813ebacc3002cea746d0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:38.662229Z digest=sha256:1b52caf95cf5ebc0dc63f044b606516526b3ed9ab69bbb0dd412b1f369bc882c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:38.833959Z digest=sha256:960337f66ae8f055ec3901ba387aaa7321cc922b15a4e8aeb6bb9c6307a365f8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:38.943028Z digest=sha256:ae8d1efdbc881492abc477ac207962f20a688659510a393b84e9409881c82f8d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:38.990539Z digest=sha256:b6f3d38e77d84ffa5ae37e25600a9fa51e97b67476b749d004e642f7a8c7ebe4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.049148Z digest=sha256:700efbaf09ef7d3a5f0bec08ccb7c993cb8b8cbd1a45921e3d7c6c2f264fe3b2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.098187Z digest=sha256:499faa46d998e3c68bbe51a55953a485f9cd89d8d7211b4207050fe177e36ef9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.119954Z digest=sha256:29abfc0b79694580f850968d60c5cb8656c89045d44f370fdc403116fc722a03

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.161099Z digest=sha256:8a80cb8806547fe656b345087104703d7aa59c99d7f4394696456e1de1d08bff

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.189425Z digest=sha256:7b9c6ecb59536cdc0f702ea6ccc048f6805cf997199f9e04d330b82744e7fe0b

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
raw_fallback, observed 2026-08-05T13:44:51.615535Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T13:44:39.242041Z digest=sha256:1ed155f02a37b13168984a6bcbbf41bba63b86478a128cde827a514af2cb97ff

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.264155Z digest=sha256:7986fc347958b07ca5a050719434528f3b8d93ef948a547610a791a455e7468a

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
raw_fallback, observed 2026-08-05T13:44:51.352870Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T13:44:39.297321Z digest=sha256:d9e4747241bedcfe6ccd49ef721005ee736dbc1f5067638fbb1afeedf264185e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.354578Z digest=sha256:da17db4e76fcea4994c8ef1d8c432ec7d69384fddf048d0a5ed7571c7e791fd1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.454218Z digest=sha256:3f3b0fbccbbd0431e0d4c782f7c7b0c0dc2aa315cb8b8e2b050d31377da61c10

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.521274Z digest=sha256:c1b9fef8f929e19f3f60fde4170d2cd7329d7d2e09e9f5e693531b466ef00de7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.565432Z digest=sha256:4321addca1cccd681e0658e635facd3b6c31008dd439371c888a8d4c0b6e03a0

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
raw_fallback, observed 2026-08-05T13:44:50.500299Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-05T13:44:39.619558Z digest=sha256:bf73051f3a0f4fcc4ec7c097b17e51b2f7d806c1b0d7d88c2be3cc903b2bb6d4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.674154Z digest=sha256:bab049a128d14a34abc3cd8da2040114d7196b2bf79b1076bb32fcccbe3606f0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.711921Z digest=sha256:f1efe250e3b4280d6eae1b1f1db16829d86467a369559541ff45b8e6928ec913

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.769093Z digest=sha256:ac2d78a79b7f694d887fce0e317421c72b26605d42cb24e20191fbac13b0647e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.814813Z digest=sha256:f0c06545eaf26f98e294caf49bb14e8b9944ebaf0d5e4a8b93d1bbd49546f49c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.852949Z digest=sha256:74a69ba1aa90dbca5514405bc0f0ce9998a7112d30a0d285c6103b00485ab0fe

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.888208Z digest=sha256:d83116ed3c15ed7d8ddb62d82aee45b3f86d9f1792b0add234f91f621a066a56

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:39.927666Z digest=sha256:9f5489377c1899976d49f60af15198840955df0946f04d14def2348dcec90d79

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.004117Z digest=sha256:89f62099df195d67d496ca9c1418a019ae3c4dc59a5766001795a8d16cee425e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.034385Z digest=sha256:2560ed5b96b523e9c294bce906c990ca2f28d38ee1a81d26e24e69f6a719e339

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:c8f1214486e2f0a5a3e76010bbdbf0fca4ffe3a0fe4dc62725a0da67d463c720

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.171715Z digest=sha256:b54534d4cd6bdc4aa7966730c648df3b7bb3db62c93459a441107c138d41320e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.249039Z digest=sha256:5af307c02aa07fb7eb8aedcdb8a3b6fadbed0b0eadb197fab7ce48e3a4be385d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.337843Z digest=sha256:c602caa6c3c7dbcaf4602797f265ff209518cb0674843194a5834add9fc600a3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.443185Z digest=sha256:5b006623f5f687b7aeb35884da38e0dfc7c565365b3f0538fe3828f5500ced47

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.524957Z digest=sha256:600e486e4c3a13be89a317b77e6fa5dcd96be7c6bb1889a36ce0683b987d8745

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.607882Z digest=sha256:7f823a9d7b04e036c966450bb1abdb0f519b5fff3a593c35e987d6a645177b11

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.703011Z digest=sha256:57736e9a37429827cac5f42a587859bb0157e68bf1931685e7bc67fb53db7e2f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.741048Z digest=sha256:fc85aa54b1e2b46dbf6f1f555197f163e5d82541ae77f6f6046d9207edbfa52c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.828934Z digest=sha256:4fd20b2c84ef5b4f9cfe97a834f5858f8d013ba717b74741078d5a2f9a50bca5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:40.964744Z digest=sha256:2feacef5ee222d397f7c2c20f5a64bca3a0a777a965a919aeb3fc16395b92374

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.026968Z digest=sha256:c540babd1131cc435841e4162d6b9936469dfe85b0fca8e8a01e3a8b8e9a91ae

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.129646Z digest=sha256:5562c13340f458030833b7302f96e2eb516c51433cd7ea80126e68c22e3ecfbd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.178980Z digest=sha256:7d1b454876cd3b60cca74f3bd6d3ace00cecc6a39c4674d65c514707360ab134

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.283381Z digest=sha256:ca4c14c83c77e90e94d8814347b5548ce33505da0aad80de658f1913b1c027c1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.340710Z digest=sha256:cdca8524dd96b277664ae706201a5891926685069c601e7e0aee5cb7b0bee2ff

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.413111Z digest=sha256:5272b484f83026b1b82b0470bdfd886810792f7ed7c7e4f9156bac2ae873818c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.481578Z digest=sha256:6ddb05553f9a6813abe12b29252892060cf4911f488290a27eeb610a4dc2d296

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.536468Z digest=sha256:7df81e9fabb1234aa786717d72d911e78e8ce25ddda38b8aeb3faf3acd3c97ec

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:af4466350ddd3ba64cf9c2931b42d2eb5678da161a814b5f02add11328f1adf7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.664003Z digest=sha256:cfa9d754db7d276fec85e9b2ec02035c4cbf1ea9afcb9c577a76b846aff473c1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.721191Z digest=sha256:5ca01aa9b802ee1cbc8be9874fbca28c96f53a05fab26a3d0c343bfbb843c839

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.791286Z digest=sha256:7c21d01ab918d1b9ae23ee0a837617bd03bba0184ffa96c376d8d09637fd704e

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:a5ff86430411d218479630b31badb8c9e05939fcb13a75c514c5ca617a210d58

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:41.960521Z digest=sha256:0a08be1358546a4cc1a659f86160528c0ad342fe5032e4d8e0c6d42decac1997

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=sha256:20984faf669dfef85dcb62f4b8022124e749d01eabf0ea5dc1ae22f7212b471a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:42.081177Z digest=sha256:4aeb061fac647f4ec6cc9f11a8431068a2538f7a01379dcc0d09ebb077055af2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:42.167211Z digest=sha256:ca0ac2e83d413135c586f4edc0d6d8cdc81acbbfae50db1e09f53301008a79d3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:42.280553Z digest=sha256:8928313c7ff5af860bf7cb9871774436aaae59e83802294da4cf553a835eb0e1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:42.430154Z digest=sha256:615824be2335bdb5e396dcc3ad65a2b3d782fb6eca3123860446959696a74db8

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=sha256:861f741a4b9030419977d06dc4f4cdb53fc6c066d35e28dc704be752a4664918

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:c453e6b5adca396cb6fe54e5921bced0647b0d7e1b2f895113758d9ab0025ff9

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=sha256:5d711d997db9ea5581aa085b1eeb6dca284cc9f5187b9a45e428644838bfe161

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=sha256:4e92febf7048f71693ed2b8da4bbab94f639363750f0020fc7321c70d79277b7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T13:44:42.825776Z digest=sha256:eb3317910a75348855e6efe3f8f1b02c2c59aa41b814a132a6322e3f08744b42

Pith citing papers

No inbound Pith citation observations are available.