Paper Citation Record · LEDGER

NEST: Nascent Encoded Steganographic Thoughts

As of 17 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2602.14095.

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

pith.paper-citation-record.v1
2602.14095 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:21:35.299605Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

35 of 35 outbound references displayed

verified exact1
verified fuzzy0
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 015bdc5a-8ed3-4720-aeb9-711edb5abb07 · outbound

This paper cites Training fails to elicit subtle reasoning in current language models.

NEST: Nascent Encoded Steganographic Thoughts Training fails to elicit subtle reasoning in current language models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:31.089020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bc4ceda-8734-4625-addb-79961c6c573b · outbound

This paper cites Foundational Challenges in Assuring Alignment and Safety of Large Language Models.

NEST: Nascent Encoded Steganographic Thoughts Foundational Challenges in Assuring Alignment and Safety of Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:31.165458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 821be72d-fc1e-43d1-81d8-938d19c7cb92 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

NEST: Nascent Encoded Steganographic Thoughts Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:31.268006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 594ec124-4ed8-4604-883f-6793265912e4 · outbound

This paper cites Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation.

NEST: Nascent Encoded Steganographic Thoughts Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:31.338133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b298638-ae12-4fe7-ae5b-e9e6af4518df · outbound

This paper cites Is Power-Seeking AI an Existential Risk?.

NEST: Nascent Encoded Steganographic Thoughts Is Power-Seeking AI an Existential Risk?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:31.552309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dfadef9-6ba9-462c-b42c-acac049722a7 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

NEST: Nascent Encoded Steganographic Thoughts Training Verifiers to Solve Math Word Problems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:31.666294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c44f0ef-d1e6-45ff-9b78-93137bbc0ec7 · outbound

This paper cites Perfectly Secure Steganography Using Minimum Entropy Coupling.

NEST: Nascent Encoded Steganographic Thoughts Perfectly Secure Steganography Using Minimum Entropy Coupling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:31.882236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40adc88c-f90e-4f69-9e5b-4f5dcadedd65 · outbound

This paper cites When Chain of Thought is Necessary, Language Models Struggle to Evade Monitors.

NEST: Nascent Encoded Steganographic Thoughts When Chain of Thought is Necessary, Language Models Struggle to Evade Monitors

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:32.032004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7cba60c-98a3-4fd5-88dd-8e6a6cc988b5 · outbound

This paper cites MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking.

NEST: Nascent Encoded Steganographic Thoughts MONA: Myopic Optimization with Non-myopic Approval Can Mitigate Multi-step Reward Hacking

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:32.114597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99166c4d-a50d-4b60-8e9e-6240a4da226a · outbound

This paper cites AI Control: Improving Safety Despite Intentional Subversion.

NEST: Nascent Encoded Steganographic Thoughts AI Control: Improving Safety Despite Intentional Subversion

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:32.317208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ec674f1-7c12-4b88-bee7-0dc9b234233d · outbound

This paper cites All Code , No Thought : Current Language Models Struggle to Reason in Ciphered Language.

NEST: Nascent Encoded Steganographic Thoughts All Code , No Thought : Current Language Models Struggle to Reason in Ciphered Language

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:32.570561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94b1b30c-8c5b-49c0-8233-3b9285073697 · outbound

This paper cites Multi- Agent Risks from Advanced AI.

NEST: Nascent Encoded Steganographic Thoughts Multi- Agent Risks from Advanced AI

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:32.745790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4318ff17-736c-44cb-bc00-ad4ce85a2202 · outbound

This paper cites most important century.

NEST: Nascent Encoded Steganographic Thoughts most important century

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:32.957968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 108cd321-e34a-4718-948e-e93d50c9e416 · outbound

This paper cites The Steganographic Potentials of Language Models.

NEST: Nascent Encoded Steganographic Thoughts The Steganographic Potentials of Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:33.176999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc4549e9-1eee-471c-a054-5d6bdb805ec1 · outbound

This paper cites AI 2027: What Superintelligence Looks Like.

NEST: Nascent Encoded Steganographic Thoughts AI 2027: What Superintelligence Looks Like

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:33.286750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 024bf749-cdf2-417c-b718-5b33e39aa676 · outbound

This paper cites Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety.

NEST: Nascent Encoded Steganographic Thoughts Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:33.388146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9319adab-4c8b-4a46-9645-1a53519ecabd · outbound

This paper cites Measuring Faithfulness in Chain-of-Thought Reasoning.

NEST: Nascent Encoded Steganographic Thoughts Measuring Faithfulness in Chain-of-Thought Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:33.531254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87adf753-f6ff-4075-8687-82f1cd134235 · outbound

This paper cites The Rise of Parasitic AI.

NEST: Nascent Encoded Steganographic Thoughts The Rise of Parasitic AI

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:33.667865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef8cb11a-8bb7-41e0-9037-f4d2de58e612 · outbound

This paper cites A Review on Text Steganography Techniques.

NEST: Nascent Encoded Steganographic Thoughts A Review on Text Steganography Techniques

Reference 20

Resolution: verified exact; doi, observed 2026-08-02T23:23:24.807391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 24f1f31b-8a92-4b7e-96f1-12a0e5477eae · outbound

This paper cites Hidden in Plain Text : Emergence & Mitigation of Steganographic Collusion in LLMs.

NEST: Nascent Encoded Steganographic Thoughts Hidden in Plain Text : Emergence & Mitigation of Steganographic Collusion in LLMs

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:33.910878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f1c18df-2586-4247-9423-11c6d445a1ef · outbound

This paper cites Can LLMs learn Steganographic Reasoning via RL ? URL https://www.lesswrong.com/posts/KRKnFdECZMu3Ej3z6/can-llms-learn-steganographic-reasoning-via-rl.

NEST: Nascent Encoded Steganographic Thoughts Can LLMs learn Steganographic Reasoning via RL ? URL https://www.lesswrong.com/posts/KRKnFdECZMu3Ej3z6/can-llms-learn-steganographic-reasoning-via-rl

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.041113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f871a5a-e7cd-4a3e-8a64-89b62138c042 · outbound

This paper cites unfaithfulness.

NEST: Nascent Encoded Steganographic Thoughts unfaithfulness

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.148885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a8f4608-34a8-4bd2-8191-e5ea817febc4 · outbound

This paper cites Secret Collusion among AI Agents: Multi-Agent Deception via Steganography.

NEST: Nascent Encoded Steganographic Thoughts Secret Collusion among AI Agents: Multi-Agent Deception via Steganography

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.279426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f01a3207-56e3-46db-8380-a4b26eca4a47 · outbound

This paper cites Let's Think Dot by Dot: Hidden Computation in Transformer Language Models.

NEST: Nascent Encoded Steganographic Thoughts Let's Think Dot by Dot: Hidden Computation in Transformer Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.496686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e44efe7d-b33a-4efa-8dc5-28b910037acc · outbound

This paper cites Evaluating Frontier Models for Stealth and Situational Awareness.

NEST: Nascent Encoded Steganographic Thoughts Evaluating Frontier Models for Stealth and Situational Awareness

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.565486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93110209-2191-44c9-b86a-f3dc63ab4493 · outbound

This paper cites Training Qwen-1.

NEST: Nascent Encoded Steganographic Thoughts Training Qwen-1

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.669048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 017c5271-bdd2-49d9-ba8e-d368958fabc5 · outbound

This paper cites Do reasoning models use their scratchpad like we do? Evidence from distilling paraphrases.

NEST: Nascent Encoded Steganographic Thoughts Do reasoning models use their scratchpad like we do? Evidence from distilling paraphrases

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.746301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31473715-7579-4a78-a193-25785887d480 · outbound

This paper cites Large language models can learn and generalize steganographic chain-of-thought under process supervision.

NEST: Nascent Encoded Steganographic Thoughts Large language models can learn and generalize steganographic chain-of-thought under process supervision

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.810855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3c26e8e-6338-4b95-8647-da76f3584cca · outbound

This paper cites Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting.

NEST: Nascent Encoded Steganographic Thoughts Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.848214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26b4ad03-5296-4159-8110-c65375a65745 · outbound

This paper cites A comprehensive survey on linguistic steganography: Methods , countermeasures, evaluation, and challenges.

NEST: Nascent Encoded Steganographic Thoughts A comprehensive survey on linguistic steganography: Methods , countermeasures, evaluation, and challenges

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.899049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc7449a8-e371-462b-b438-c99975fa8250 · outbound

This paper cites Zimmermann, and David Lindner.

NEST: Nascent Encoded Steganographic Thoughts Zimmermann, and David Lindner

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:34.979224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8864900d-c3c8-4a9d-ac5e-e6c1c5ac887f · outbound

This paper cites write newline.

NEST: Nascent Encoded Steganographic Thoughts write newline

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:35.057849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10e2314b-b1a1-498b-9eb7-bbbd3fd54ec7 · outbound

This paper cites @esa (Ref.

NEST: Nascent Encoded Steganographic Thoughts @esa (Ref

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:35.128240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aa2af89-8cab-4505-9fb0-9468a1e16088 · outbound

This paper cites an unresolved cited work.

NEST: Nascent Encoded Steganographic Thoughts Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:35.205246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ecf1dab-641d-4542-a0b9-a562496597cf · outbound

This paper cites an unresolved cited work.

NEST: Nascent Encoded Steganographic Thoughts Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T23:21:35.299605Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.