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Paper Citation Record · LEDGER

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework

As of 20 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2507.16414.

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

pith.paper-citation-record.v1
2507.16414 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:15:21.466217Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

62 of 62 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved61
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8144160a-2914-48fc-a7d9-2e7d8b3cd0e8 · outbound

This paper cites online" 'onlinestring :=.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework online" 'onlinestring :=

Reference 1

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Observation c87933e2-06b5-4f30-bf97-4cb3d7dcf7c5 · outbound

This paper cites write newline.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework write newline

Reference 2

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Observation 6f4c17df-c22f-4417-aa20-d332fd73fce5 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 3

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Observation fbb54b05-598a-4ebd-ad6c-1000b9ed04a8 · outbound

This paper cites GPT-4 Technical Report.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework GPT-4 Technical Report

Reference 4

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Observation 1135129c-f8a5-4c67-8fbf-9907836dd7fa · outbound

This paper cites Qwen Technical Report.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Qwen Technical Report

Reference 5

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This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 6

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Observation b94792c4-3610-4758-838f-57fb799a7471 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 7

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Observation 37117ec8-c6e8-4eb6-a31c-267e0d3b1666 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 8

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Observation 1481e8fd-88f5-464b-b5c5-1a3ffb6a0701 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 9

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Observation 025d5f51-e5a6-4821-b71c-50fdb4c62278 · outbound

This paper cites Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4

Reference 10

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 11

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This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 12

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Observation d0a38afe-6aa1-4af0-86c3-74970dcba164 · outbound

This paper cites Toxicity in ChatGPT: Analyzing Persona-assigned Language Models.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Toxicity in ChatGPT: Analyzing Persona-assigned Language Models

Reference 13

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Observation 76911d89-6aab-483a-b405-bddcb24fdd25 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 14

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This paper cites Do Membership Inference Attacks Work on Large Language Models?.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Do Membership Inference Attacks Work on Large Language Models?

Reference 15

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Observation 395913aa-cc76-442d-b2df-617c841b8709 · outbound

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 16

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Observation d7c1395e-899e-4af7-9412-f6c2b33f51fb · outbound

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework DE-COP: Detecting Copyrighted Content in Language Models Training Data

Reference 17

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Observation bc02a5e6-873b-464e-bc47-27d0e7a17e36 · outbound

This paper cites Should ChatGPT be Biased? Challenges and Risks of Bias in Large Language Models.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Should ChatGPT be Biased? Challenges and Risks of Bias in Large Language Models

Reference 18

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Observation 692c2af9-c2a7-4706-9c96-3f5dca66df41 · outbound

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

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 19

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Observation 2af41a3d-b36d-4aa4-9a50-7cacef7c2023 · outbound

This paper cites RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models

Reference 20

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Observation 8651eff8-19a0-4d8f-bde4-0e1396b0e912 · outbound

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 21

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 22

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Observation 4874d50f-37e0-4d0b-9d45-d446bf0b1a3b · outbound

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 23

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Observation 781c780b-f77e-4b81-bcc7-4369180cf863 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 24

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Observation 29b9541b-1985-471d-8136-cec0e4a67d46 · outbound

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 25

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Scaling Laws for Neural Language Models

Reference 26

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 27

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Observation 139f2341-6de8-461f-90fd-aec325a98e46 · outbound

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 28

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This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 29

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Training-Free Activation Sparsity in Large Language Models

Reference 30

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Datasets for Large Language Models: A Comprehensive Survey

Reference 31

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 32

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 33

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Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 34

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Source-reported events for the cited work

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Observation 23c460cb-3729-4bac-8d8a-5b6c16654f02 · outbound

This paper cites Membership Inference Attacks against Language Models via Neighbourhood Comparison.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Membership Inference Attacks against Language Models via Neighbourhood Comparison

Reference 35

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Observation cad612e0-a611-4f7e-9e32-3f25ffb9f4e2 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 36

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Source-reported events for the cited work

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Observation 48a1f3ee-32bc-4984-b236-b03b208ae675 · outbound

This paper cites Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks

Reference 37

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Unavailable: canonical work link unavailable.

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Observation 08dba54b-6ee3-43c8-9d51-d4b1c33d78a7 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 38

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raw_fallback, observed 2026-08-06T15:15:22.467285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.210084Z digest=sha256:c9df25d349a0e80bf920804757c9bbd869490ed99e9f4a69c9afe4b8a8caf0b0

Observation 7587ae3b-1737-4ace-ae01-7df9eb24a1e6 · outbound

This paper cites Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Use of LLMs for Illicit Purposes: Threats, Prevention Measures, and Vulnerabilities

Reference 39

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unresolved
no resolver link, observed 2026-08-06T15:15:21.317329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.317329Z digest=sha256:0cfd3c99bb930893a949b5beb5c41ff11afa0f6dd5c97b0038c9a3ec7b65afe2

Observation 8d63d4f0-abe0-4ea2-8fc1-97a8109754db · outbound

This paper cites Scalable Extraction of Training Data from (Production) Language Models.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Scalable Extraction of Training Data from (Production) Language Models

Reference 40

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unresolved
no resolver link, observed 2026-08-06T15:15:21.323446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.323446Z digest=sha256:06921c8194067d06c3675bb918b01583a269a63fd9b268d03ab69f3c9b6db027

Observation 15bdd3fb-174d-432b-b0a1-776c63e982c9 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 41

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unresolved
raw_fallback, observed 2026-08-06T15:15:22.443203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.328780Z digest=sha256:e8b4ced090c721ad667981280450fcb8312a8ee054e41cbc0403cc1c0fbd0b11

Observation d89d0385-fad5-4282-ad54-00aa53f94bd9 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 42

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unresolved
raw_fallback, observed 2026-08-06T15:15:22.420533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.334535Z digest=sha256:3c780b6e2327e7e3c0c766ed16deab35a54b68560a126d2df72b83099a123f8d

Observation fd0302b5-eff2-46e5-b927-9088ed65d887 · outbound

This paper cites Knock Knock, Who's There? Membership Inference on Aggregate Location Data.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Knock Knock, Who's There? Membership Inference on Aggregate Location Data

Reference 43

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unresolved
no resolver link, observed 2026-08-06T15:15:21.342344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.342344Z digest=sha256:b4bbbebc9e30f59ed3adecec8f1db8c54123bb2ad9abe121d383c7476abf3c13

Observation 7ecb1209-9b63-42a9-b3b6-fe5c38f80e9f · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 44

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unresolved
raw_fallback, observed 2026-08-06T15:15:22.395410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.350065Z digest=sha256:75127317a0d6cb5039aa6d97504bc61c91a260a0044ac5f014c874043b4c383c

Observation 0dcaf560-7be9-4129-b7ab-e3ef41fe4b1f · outbound

This paper cites ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

Reference 45

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unresolved
no resolver link, observed 2026-08-06T15:15:21.355346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.355346Z digest=sha256:8ee17890b92deeda05bb88bbc73ced57554bcfa553a5f2480f1ad0b416ebec93

Observation 941a7ee8-a499-4769-a8e8-35812a52994f · outbound

This paper cites Detecting Pretraining Data from Large Language Models.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Detecting Pretraining Data from Large Language Models

Reference 46

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unresolved
no resolver link, observed 2026-08-06T15:15:21.359622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.359622Z digest=sha256:bf501fb86187edbc31db2b33990a328e3b1208923cfa0061d0bba92377b97eb2

Observation 81b06794-b492-495e-9d06-c06d4e28da54 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:15:22.376821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.364917Z digest=sha256:8d22b171e26d145fcde0f33b478d75c56bc6594357657e154860eeec648d11a5

Observation 83ea9fa1-8233-4ae4-b98f-381d1aa2ef77 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 48

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unresolved
raw_fallback, observed 2026-08-06T15:15:22.359031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.371003Z digest=sha256:96103cac1f7fd83c8a9643ec46087f6d5427c122aa46459d96171b30acc2997b

Observation 15477c2e-63db-41a7-bacc-54e161ec2a59 · outbound

This paper cites o rg Tiedemann, Mikko Aulamo, Daria Bakshandaeva, Michele Boggia, Stig-Arne Gr \.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework o rg Tiedemann, Mikko Aulamo, Daria Bakshandaeva, Michele Boggia, Stig-Arne Gr \

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:15:22.337142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.376328Z digest=sha256:924eb5e826a69683a01ac2f62fb4af1ce08dae65f0d33e4608a4d5fb99275565

Observation 5f59f0fe-b27d-4939-afed-c38db0274ce0 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 50

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unresolved
no resolver link, observed 2026-08-06T15:15:21.381344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.381344Z digest=sha256:990ab7b087e5511bd5a52e6613c14e1491b419ea3d538be327df9b8f03671fef

Observation d48a10fb-c0ee-4a3d-8ee3-d0842025ec77 · outbound

This paper cites Q-Sparse: All Large Language Models can be Fully Sparsely-Activated.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Q-Sparse: All Large Language Models can be Fully Sparsely-Activated

Reference 51

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unresolved
no resolver link, observed 2026-08-06T15:15:21.387745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.387745Z digest=sha256:299e287500eafa16b3e4d98dac3937fd5f3b27dae0cfabad6626930981b7d10d

Observation c6fc312a-8422-42c6-8614-90c873970e16 · outbound

This paper cites On the Importance of Difficulty Calibration in Membership Inference Attacks.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 52

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unresolved
no resolver link, observed 2026-08-06T15:15:21.392711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.392711Z digest=sha256:90b95babd7219fbb9638caca719098c089ee6dd66972db1ac45bd45aa2769ea9

Observation 54687662-3ac0-4b9a-af5e-f2e9e59178b6 · outbound

This paper cites Benchmark Data Contamination of Large Language Models: A Survey.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Benchmark Data Contamination of Large Language Models: A Survey

Reference 53

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unresolved
no resolver link, observed 2026-08-06T15:15:21.400435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.400435Z digest=sha256:5e52fd1a1573dc2d57eaea070ff84fb23d405f08590616f1613586352eb840c8

Observation ec7c574a-b0ab-41a7-8dad-170a87bfaf48 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:15:22.301790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.405660Z digest=sha256:363e318770e75f4cb7337134861194296e091674bfb81fc67e25aa007791c76f

Observation 88badfd7-2710-490f-b840-365823371139 · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:15:22.281475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.411144Z digest=sha256:4bbb53a663e6d95c0bb729caabf7e67a8d1bd07a90d1c0f7efea50efaeb27b3d

Observation f139b92d-d25e-4c50-891b-9883eb40ad1c · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 56

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unresolved
raw_fallback, observed 2026-08-06T15:15:22.263314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-06T15:15:21.416693Z digest=sha256:f29f2adb284cf6c117bb3de4739da38f941ba5cb6e96d92775c7dc95b0d1dd35

Observation 21032e1b-e41d-4d7a-bfb3-785fb5e58b9e · outbound

This paper cites Membership Inference Attacks Cannot Prove that a Model Was Trained On Your Data.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Membership Inference Attacks Cannot Prove that a Model Was Trained On Your Data

Reference 57

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unresolved
no resolver link, observed 2026-08-06T15:15:21.422233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.422233Z digest=sha256:8bfb64d5664955bfcd2746a55476337a0b17bf70b6a94403f660c3a302f2663a

Observation 27c22f6c-8553-4cf2-9002-a8896860bd67 · outbound

This paper cites Min-K%++: Improved Baseline for Detecting Pre-Training Data from Large Language Models.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Min-K%++: Improved Baseline for Detecting Pre-Training Data from Large Language Models

Reference 58

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unresolved
no resolver link, observed 2026-08-06T15:15:21.428831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.428831Z digest=sha256:87e8fb338c3bab8aaaeee7204aedabf790a6e5ededb4228dcb062d38a13bb8d7

Observation 7972e3e3-bc8b-4329-aac6-c5a90b069a0a · outbound

This paper cites TinyLlama: An Open-Source Small Language Model.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework TinyLlama: An Open-Source Small Language Model

Reference 59

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unresolved
no resolver link, observed 2026-08-06T15:15:21.435568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.435568Z digest=sha256:831968f7f9decdc8340593b6a81cbbf96db0fdc807a9bba32fe699793a0a1633

Observation 3b6d82fc-fe0e-48da-befa-c406b312725c · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework OPT: Open Pre-trained Transformer Language Models

Reference 60

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unresolved
no resolver link, observed 2026-08-06T15:15:21.443099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.443099Z digest=sha256:c91dcdd250c49a58f47928e2f86e0b5c198e59acea0e925fff555d9bf7be9e89

Observation 637cefb0-2249-407d-885f-c228f6cf9551 · outbound

This paper cites Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method

Reference 61

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unresolved
no resolver link, observed 2026-08-06T15:15:21.454509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.454509Z digest=sha256:ef40fe5881482c51bce119ba0cff97d6e6bcc0f92f71ebc673f617222fbe8354

Observation 2da56f65-d7db-4481-a430-15bd819d647f · outbound

This paper cites an unresolved cited work.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Unresolved cited work

Reference 62

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unresolved
no resolver link, observed 2026-08-06T15:15:21.466217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:15:21.466217Z digest=sha256:a7409aec97af9527ebe8e47af76aa4f6787b0024de8704bc9fcca9935c428f37

Pith citing papers

No inbound Pith citation observations are available.