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Paper Citation Record · LEDGER

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails

As of 20 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2608.08485.

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

pith.paper-citation-record.v1
2608.08485 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:40:07.570266Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

20 of 20 outbound references displayed

  • verified exact0
  • verified fuzzy14
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f218bac9-cb55-47e4-9da7-9f6311cf88e2 · outbound

This paper cites WildGuard: Open One-Stop Moderation Tools for Safety Risks, Jailbreaks, and Refusals of LLMs.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails WildGuard: Open One-Stop Moderation Tools for Safety Risks, Jailbreaks, and Refusals of LLMs

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-14T04:40:07.467583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:40:07.467583Z digest=sha256:a38dbeb4be1f47f02319b3f0c0c92cd6e17a436e7c3870cd50f8dcc1cc2527ae

Observation 336abfec-9c7f-4fa1-87a6-92cd8e2a781c · outbound

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

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-14T04:40:07.473812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:40:07.473812Z digest=sha256:063cb1a3b0096d74555c595d30bf183367d96d564ba4510a9a62faf129397138

Observation ca03ca56-994a-429c-923b-6e8d1210d6e1 · outbound

This paper cites Llama Guard 2: Technical Report and Model Specifications.Meta AI Research Technical Report, 2024.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails Llama Guard 2: Technical Report and Model Specifications.Meta AI Research Technical Report, 2024

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.946377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.478644Z digest=sha256:c53b12aa6e5d35c0da36262b1e12bdad72b2c4c9a7e445eb39d77ebcf3223f12

Observation c7bd07e2-9764-4684-90eb-925dc9cf7f92 · outbound

This paper cites TREET: TRansfer Entropy Estimation via Transformers.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails TREET: TRansfer Entropy Estimation via Transformers

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-14T04:40:07.483683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:40:07.483683Z digest=sha256:53b2ccb0aa63c929d3908fd729d68310fcb44cc6593223daf516e79d5373dcbd

Observation 7a6409d7-b35c-4e40-8c46-af18add6e315 · outbound

This paper cites AEGIS: Online Adaptive AI Content Safety Moderation with Ensemble of LLM Experts.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails AEGIS: Online Adaptive AI Content Safety Moderation with Ensemble of LLM Experts

Reference 5

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unresolved
no resolver link, observed 2026-08-14T04:40:07.488669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:40:07.488669Z digest=sha256:d0ded64c329929d792df8dd7801e75f52a227ab31445243c8db10fccec213d1b

Observation 4a4db863-bfee-4bfb-bd18-ba047d95dc2e · outbound

This paper cites ToxicChat: Unveiling Hidden Toxicity in Real-World User-AI Conversations.Proceedings of EMNLP, pages 4694–4702, 2023.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails ToxicChat: Unveiling Hidden Toxicity in Real-World User-AI Conversations.Proceedings of EMNLP, pages 4694–4702, 2023

Reference 6

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.495218Z digest=sha256:c89a77397022e3dbf8064165ca9e30290d470cd7f2777b6a49b246e0cab99a7c

Observation c96db023-1250-44ee-9b59-fbba6b509f23 · outbound

This paper cites BeaverTails: Towards Improved Safety Alignment of LLM via Multi- Dimensional Preference Dataset.Advances in Neural Information Processing Systems (NeurIPS), 36, 2023.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails BeaverTails: Towards Improved Safety Alignment of LLM via Multi- Dimensional Preference Dataset.Advances in Neural Information Processing Systems (NeurIPS), 36, 2023

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.914263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.500381Z digest=sha256:52be7fda69b65e900b8091f34cd0c5fa035b6477296a9277f94c40d5b64e8cbd

Observation 7f485bff-c78d-440a-a0d9-cb51a0f23618 · outbound

This paper cites Safe RLHF: Constrained Reinforcement Learning from Human Feedback.International Conference on Learning Representations (ICLR), 2024.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails Safe RLHF: Constrained Reinforcement Learning from Human Feedback.International Conference on Learning Representations (ICLR), 2024

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.896180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.504925Z digest=sha256:e3672aa65fc1b37c55bf7c7dac4ebf3f9037224fcae65625e8ec71e5252cca26

Observation 1d8a827d-b2d1-42d8-8b2d-5dac6a31f3f2 · outbound

This paper cites XSTest: A Benchmark for Identifying Exaggerated Safety Behaviors in Large Language Models.Proceedings of NAACL, 2024.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails XSTest: A Benchmark for Identifying Exaggerated Safety Behaviors in Large Language Models.Proceedings of NAACL, 2024

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.880211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.509609Z digest=sha256:ed70e4d1a490c0d2bc4a53a0ba927cd68a5895b16b815a3c5ae655f811971351

Observation 56677158-c933-46aa-a3dc-2258b64cd329 · outbound

This paper cites HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T04:40:07.515076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:40:07.515076Z digest=sha256:f91037559214a566b8df6ade9949914a293fdbacf9d07146339b61a501803bfe

Observation 6d34f7f0-d024-450d-9c25-a68e28584962 · outbound

This paper cites AuthenHallu: A Benchmark for Hallucination Detection in LLM-Generated Content.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails AuthenHallu: A Benchmark for Hallucination Detection in LLM-Generated Content

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.864604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.520130Z digest=sha256:313d9d163a9046011f21b5267edab7c9ec7d792c64799a29fcd05a7c0ca952b1

Observation e2e36008-023f-4bef-ab6e-98284edadb31 · outbound

This paper cites HaluBench: Comprehensive Hallucination Evaluation Benchmark.Patronus AI Technical Report, 2024.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails HaluBench: Comprehensive Hallucination Evaluation Benchmark.Patronus AI Technical Report, 2024

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.848981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.525084Z digest=sha256:501eaa063bfa76bdaabdbebeea250584240ca4619c91f4d69f3820a25250a836

Observation 72bca4d3-609d-42ef-8a1a-9ac673a98ea5 · outbound

This paper cites CHIFRAUD: A Long-term Web Text Dataset for Chinese Fraud Detection.Proceedings of COLING, 2025.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails CHIFRAUD: A Long-term Web Text Dataset for Chinese Fraud Detection.Proceedings of COLING, 2025

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.831612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.531538Z digest=sha256:7e01bdcf17599b57b257eadd0980e7e5c41fa9f09b2b9622ac13276001bec8a1

Observation 66ca14fb-803b-4575-95de-20b406ccbfd5 · outbound

This paper cites Orthogonal calibration via posterior projections with applications to the Schwarzschild model.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails Orthogonal calibration via posterior projections with applications to the Schwarzschild model

Reference 14

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metadata mismatch
local_arxiv, observed 2026-08-14T04:40:07.623747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.537147Z digest=sha256:a00350443cd537c11a6c9e2255fd1dfaf599bbc7f8b0079d79cead936666dad9

Observation eace89a2-e0be-469d-ae68-fb1f02671b80 · outbound

This paper cites On Estimation of a Probability Density Function and Mode.The Annals of Mathematical Statistics, 33(3):1065–1076, 1962.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails On Estimation of a Probability Density Function and Mode.The Annals of Mathematical Statistics, 33(3):1065–1076, 1962

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.815022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.543927Z digest=sha256:c62b942db73d1bc43749f50be6e2e04d07a518b654ddd28bb51c5597da90d492

Observation 50c24865-5ab3-4b4f-b6e7-aaa1a02e2db4 · outbound

This paper cites Prototypical Networks for Few-shot Learning.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails Prototypical Networks for Few-shot Learning

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.798285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.548740Z digest=sha256:7d04fa413675d6b0b9fe1711a479cb448998ac8655d87d3965932b69b592de63

Observation a131c85c-0e15-4436-9316-5c713e71fc3c · outbound

This paper cites Laplacian Eigenmaps for Dimensionality Reduction and Data Representation.Neural Computation, 15(6):1373–1396, 2003.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails Laplacian Eigenmaps for Dimensionality Reduction and Data Representation.Neural Computation, 15(6):1373–1396, 2003

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.782699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.553827Z digest=sha256:4e30ea8333d45e577f6de076695eb0f31b6a871c6dc330b9475b2653eac10e38

Observation 7850d6f0-ebd0-481e-bd52-80258ffc8869 · outbound

This paper cites Tenenbaum, Vin De Silva, and John C.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails Tenenbaum, Vin De Silva, and John C

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.766460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.559391Z digest=sha256:1ecd827d477915d36e6156327d8e670846a63c149ed7bcc0b90826b4b02fbc3c

Observation c3ee3b4e-b1c8-404e-ac69-9d2181edae99 · outbound

This paper cites Perspective API: Automated Moderation for Online Conversations.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails Perspective API: Automated Moderation for Online Conversations

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.750596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.564525Z digest=sha256:8dd0b48aae2fff9399ccd8c560af69c6724274c10a80610c2f5eb69d8ff557b6

Observation 8bc88fa7-09ef-4f23-972b-15a143ce9522 · outbound

This paper cites OpenAI Moderation API: Usage, Taxonomy, and Safety Standards.

HoloAegis: Frozen Representation, Topological Inference: Minimally Parametric Safety Manifolds for Zero-Shot LLM Guardrails OpenAI Moderation API: Usage, Taxonomy, and Safety Standards

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T04:40:07.732177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-14T04:40:07.570266Z digest=sha256:a312cfdca1e67e25f405dec8d61fcba77a13d8e18b68b2b7e4ef600651da3249

Pith citing papers

No inbound Pith citation observations are available.