Paper Citation Record · LEDGER

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance

As of 9 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 2 inbound Pith citation observations for arXiv:2505.17145.

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

pith.paper-citation-record.v1
2505.17145 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:07:01.440787Z

measured 64 of 64 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:23:13.332629Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:29:41.297732Z

Reference resolution

62 of 62 outbound references displayed

verified exact3
verified fuzzy18
unresolved41
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1f62f431-bb88-45ea-bca1-1bcc6c911b1c · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:04.003529Z

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.

Observation e0be6587-9183-405d-b349-32419a57d81c · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.975759Z

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.

Observation c3afa88e-30f6-46dd-b595-cdaf9ac8fbe7 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.946942Z

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.

Observation 349ab126-86ce-4165-a03e-dc78ee70d9f2 · outbound

This paper cites Gentry, Fully homomorphic encryption using ideal lattices, in: ACM symposium on Theory of computing, 2009, pp.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Gentry, Fully homomorphic encryption using ideal lattices, in: ACM symposium on Theory of computing, 2009, pp

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.923951Z

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.

Observation d3ebc152-de00-4ae7-ae45-d6874825ab12 · outbound

This paper cites Brakerski, V.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Brakerski, V

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.897813Z

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.

Observation ed054570-5a9a-427d-8ec5-9188702741ed · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.879433Z

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.

Observation 8dd612d6-e075-43fa-9d75-4d444bff7fb0 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.859975Z

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.

Observation ccc0c9af-9373-4f28-9367-96457d53896e · outbound

This paper cites 648– 677.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance 648– 677

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.839225Z

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.

Observation fbd202c8-3008-4444-a65d-0f8fbf019c24 · outbound

This paper cites Cramer, I.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Cramer, I

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.816256Z

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.

Observation 3ad019b8-c339-4e32-8120-f232546aa7da · outbound

This paper cites Asharov, Y.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Asharov, Y

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.788794Z

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.

Observation c22da47b-1d0c-4dc7-a464-3987fdf37307 · outbound

This paper cites Gilad-Bachrach, N.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Gilad-Bachrach, N

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.759494Z

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.

Observation fde121e4-1583-40ea-8651-4fac09fece0d · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.731144Z

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.

Observation 768dc7d8-3d71-44ef-a02b-0f8b73b15d11 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.700135Z

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.

Observation 4b8aacbd-2993-472e-a46d-faa102040f22 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.664594Z

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.

Observation 24fd570e-9e0d-4f56-8fb2-10ecf7973113 · outbound

This paper cites Zimerman, M.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Zimerman, M

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.637390Z

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.

Observation 48661d69-aacc-4508-93ec-7adfbcd4a96d · outbound

This paper cites LLMs Can Understand Encrypted Prompt: Towards Privacy-Computing Friendly Transformers.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance LLMs Can Understand Encrypted Prompt: Towards Privacy-Computing Friendly Transformers

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.054369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a21748c4-1204-444c-acd5-09842ed35606 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.595469Z

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.

Observation a3c48e62-1e12-4b62-9c4b-560e04017d19 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.557057Z

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.

Observation 4bf178d5-c50c-456c-800f-7a00fc30f3ea · outbound

This paper cites East: Efficient and Accurate Secure Transformer Framework for Inference.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance East: Efficient and Accurate Secure Transformer Framework for Inference

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.073453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6aa840b-57a8-4ba7-b573-dfd06deaf546 · outbound

This paper cites Akimoto, K.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Akimoto, K

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.529026Z

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.

Observation 6a5b5d3e-2d65-4788-b5f8-0d7b86b7fc08 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.094746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 375684f6-914f-437b-ad2a-0b827586852f · outbound

This paper cites Sharma, Sigma: Secure gpt inference with function secret sharing, Cryptology ePrint Archive (2023).

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Sharma, Sigma: Secure gpt inference with function secret sharing, Cryptology ePrint Archive (2023)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.495793Z

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.

Observation 44d0d0ec-5b46-4f93-ba82-96e9f8f5810d · outbound

This paper cites Behnia, M.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Behnia, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.460828Z

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.

Observation 631f8f85-b7cc-4688-856b-cc0d9b0fe11b · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.432808Z

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.

Observation aa697b28-c5e4-46ac-a00e-92ee7b79b6a4 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.398884Z

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.

Observation cbe7e050-1a79-4b35-9cc3-6888f8c0b3a2 · outbound

This paper cites Differentially Private Decoding in Large Language Models.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Differentially Private Decoding in Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.122707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef8eafef-4438-44b8-8ec7-3a3c4a2386d9 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.373494Z

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.

Observation 91a4826b-4825-4a25-9e91-0a3f1e009e72 · outbound

This paper cites Split-and-Denoise: Protect large language model inference with local differential privacy.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Split-and-Denoise: Protect large language model inference with local differential privacy

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.136683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7c442d-2617-4b1b-9cc7-1c89996e850b · outbound

This paper cites Ullah, N.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Ullah, N

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.344484Z

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.

Observation 5997897c-a092-4105-814e-4a7ff5d7a154 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 30

Resolution: verified exact; raw_fallback, observed 2026-08-07T15:07:02.802071Z

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.

Observation 622654ca-bc75-4eab-8dda-f777a2fa93f9 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.156373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be5c6bff-65a8-48df-b630-dc14bd232804 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.323071Z

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.

Observation 3a851a68-2cec-434d-b9ed-e126b20dbb30 · outbound

This paper cites Ullah, N.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Ullah, N

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.297940Z

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.

Observation a2d655dd-0239-47be-8262-bc26c05be644 · outbound

This paper cites EmojiPrompt: Generative Prompt Obfuscation for Privacy-Preserving Communication with Cloud-based LLMs.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance EmojiPrompt: Generative Prompt Obfuscation for Privacy-Preserving Communication with Cloud-based LLMs

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.173270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61209f26-5d0a-4e76-bad4-b510723407c1 · outbound

This paper cites The Fire Thief Is Also the Keeper: Balancing Usability and Privacy in Prompts.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance The Fire Thief Is Also the Keeper: Balancing Usability and Privacy in Prompts

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.179103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd7633f1-7aa5-4a10-91d2-17ed0450d4c7 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.191070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5c8842b-2572-4f0c-82b0-d617d7211507 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.276820Z

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.

Observation 44361dd8-60a2-4877-aa6e-f197ab8b5ef3 · outbound

This paper cites Herrera Montano, J.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Herrera Montano, J

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.248620Z

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.

Observation 160b65c2-5829-4922-8dd7-602b61bd1f77 · outbound

This paper cites Transparency, Security, and Workplace Training & Awareness in the Age of Generative AI.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Transparency, Security, and Workplace Training & Awareness in the Age of Generative AI

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:07:02.364251Z

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.

Observation e9f3ba74-90db-4e0f-a92b-7fd43e90978a · outbound

This paper cites Dworkin, Recommendation for block cipher modes of operation: Methods for format-preserving encryption, Methods and Techniques (2016).

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Dworkin, Recommendation for block cipher modes of operation: Methods for format-preserving encryption, Methods and Techniques (2016)

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.224263Z

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.

Observation 44a28b61-7ba4-4a60-89e4-b959bba1cbc3 · outbound

This paper cites Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.235547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9de8be07-8415-4ab5-a7b2-9ae1273c737a · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.256481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6904eab4-7937-49bf-adee-d7b2ae7d5b03 · outbound

This paper cites REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.274776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcf9a828-7cf9-4f23-91f6-fa856d48fdad · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.292475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec633a6c-9fcf-4c9f-876a-b9ecc6c5e71a · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.192911Z

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.

Observation 770f04fa-3e91-4fcd-a8f6-8349336b05c7 · outbound

This paper cites Zhang, Y.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Zhang, Y

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.151645Z

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.

Observation da5c03a7-d44d-430a-b42f-ad6c27c6f596 · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:07:03.122470Z

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.

Observation 6c9f4bca-cf69-4219-9311-33ebd62929e3 · outbound

This paper cites Bellare, T.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Bellare, T

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.095655Z

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.

Observation 56d9f84d-fe71-4231-9a6e-e5c6a3d3602b · outbound

This paper cites Trusted Machine Learning Models Unlock Private Inference for Problems Currently Infeasible with Cryptography.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Trusted Machine Learning Models Unlock Private Inference for Problems Currently Infeasible with Cryptography

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.340318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31c91f75-c062-4354-b366-b958755664c7 · outbound

This paper cites ObfuscaTune: Obfuscated Offsite Fine-tuning and Inference of Proprietary LLMs on Private Datasets.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance ObfuscaTune: Obfuscated Offsite Fine-tuning and Inference of Proprietary LLMs on Private Datasets

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:07:02.120376Z

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.

Observation 9497a30e-b6d2-4c32-b0cc-93774e28dc0b · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.355960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48b91be6-16d7-4c21-a0fe-a4dfd38293f3 · outbound

This paper cites Prompting Frameworks for Large Language Models: A Survey.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Prompting Frameworks for Large Language Models: A Survey

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.363569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 742c4f08-6405-4b09-8f5d-87268b565fb0 · outbound

This paper cites Privacy Preserving Prompt Engineering: A Survey.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Privacy Preserving Prompt Engineering: A Survey

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.371231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52454264-ba1a-436d-8df6-a9627bc8056c · outbound

This paper cites On Protecting the Data Privacy of Large Language Models (LLMs): A Survey.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance On Protecting the Data Privacy of Large Language Models (LLMs): A Survey

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.376700Z

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Unavailable: canonical work link unavailable.

Observation 26cbb394-bece-45ff-ad36-8a867467ec2f · outbound

This paper cites an unresolved cited work.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.384639Z

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Unavailable: canonical work link unavailable.

Observation e78aab51-9608-446f-8e11-a7efe49bf851 · outbound

This paper cites Security and Privacy Challenges of Large Language Models: A Survey.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Security and Privacy Challenges of Large Language Models: A Survey

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.396235Z

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Unavailable: canonical work link unavailable.

Observation 21335cf8-5d49-4f0d-95b6-cb6397575c9d · outbound

This paper cites Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.404609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ca96d20-a69a-4f50-8632-bb4c7194e607 · outbound

This paper cites Privacy-Preserving Language Model Inference with Instance Obfuscation.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Privacy-Preserving Language Model Inference with Instance Obfuscation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.412763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1610f81-72a7-435f-8f3b-8021b5c50213 · outbound

This paper cites Hide and Seek (HaS): A Lightweight Framework for Prompt Privacy Protection.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance Hide and Seek (HaS): A Lightweight Framework for Prompt Privacy Protection

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.419671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0af43349-94a0-43f6-8cf8-ec01d7830093 · outbound

This paper cites DePrompt: Desensitization and Evaluation of Personal Identifiable Information in Large Language Model Prompts.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance DePrompt: Desensitization and Evaluation of Personal Identifiable Information in Large Language Model Prompts

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:01.427575Z

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Unavailable: canonical work link unavailable.

Observation 4f7c3684-a294-4fe0-afab-a2bcea2e3d03 · outbound

This paper cites - Enclose the analyzing process within '<analyze>...</analyze>'tags.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance - Enclose the analyzing process within '<analyze>...</analyze>'tags

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.061166Z

Source-reported events for the cited work

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Observation eb86045d-e1f1-46d7-b3ef-e58bc1d05b2c · outbound

This paper cites data provided in this report,.

LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance data provided in this report,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:03.029296Z

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.

Pith citing papers

Observation 50ce3b78-68cc-423b-a636-1b5a79d7f66f · inbound

A Survey on Model Extraction Attacks and Defenses for Large Language Models cites this paper.

A Survey on Model Extraction Attacks and Defenses for Large Language Models LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T22:23:13.332629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b86effaa-2113-4cc0-a940-a180367cd2c7 · inbound

$\pi$-RAG: Oblivious Retrieval via Semantic Quantization and Transcendental Addressing for Large Language Models cites this paper.

$\pi$-RAG: Oblivious Retrieval via Semantic Quantization and Transcendental Addressing for Large Language Models LLM Access Shield: Domain-Specific LLM Framework for Privacy Policy Compliance

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-04T08:29:41.299224Z

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.