Paper Citation Record · LEDGER

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems

As of 9 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 2 inbound Pith citation observations for arXiv:2507.10566.

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

pith.paper-citation-record.v1
2507.10566 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:44:04.206779Z

measured 24 of 24 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 2026-08-05T16:07:04.657136Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:59:47.018421Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy15
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 01a3dd8f-3124-4e40-88c4-9d233281c747 · outbound

This paper cites Multi-agent reinforcement learning in sequential social dilemmas.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Multi-agent reinforcement learning in sequential social dilemmas

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:07.784920Z

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 77ff95f1-3b71-4944-9ad9-69b8d4395b08 · outbound

This paper cites Learning to communicate with deep multi-agent reinforcement learning.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Learning to communicate with deep multi-agent reinforcement learning

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:07.631057Z

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 38379811-a1ae-4429-8643-883879c52f7d · outbound

This paper cites Learning with opponent-learning awareness.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Learning with opponent-learning awareness

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:07.450928Z

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 a18a3809-f2a5-4793-86b3-9dca1a43357d · outbound

This paper cites Biases for emergent communication in multi-agent reinforcement learning.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Biases for emergent communication in multi-agent reinforcement learning

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:07.217995Z

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 74884e0f-1a14-4622-9af3-343b6a29a435 · outbound

This paper cites Trading Off Utility, Informativeness, and Complexity in Emergent Commu- nication.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Trading Off Utility, Informativeness, and Complexity in Emergent Commu- nication

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:07.038131Z

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 e06143c0-5a19-4598-891e-b0fa7fb67fda · outbound

This paper cites Learning to incentivize other learning agents.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Learning to incentivize other learning agents

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:06.879299Z

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 bd1a8370-f5e3-4a01-8b4b-9b0941ebcf07 · outbound

This paper cites Markov games as a framework for multi-agent reinforcement learning.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Markov games as a framework for multi-agent reinforcement learning

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:06.742899Z

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 1b6f3496-8afd-48f7-8540-eddbf4b5f410 · outbound

This paper cites Multi-agent Reinforcement Learning: Independent versus Cooperative Agents.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Multi-agent Reinforcement Learning: Independent versus Cooperative Agents

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:06.611191Z

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 9396f0a2-5b07-423a-88d1-3ad55af44730 · outbound

This paper cites Neurosymbolic AI: the 3rd wave.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Neurosymbolic AI: the 3rd wave

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T19:44:02.497776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5c067b1-6410-4ecc-8097-70b578be1c60 · outbound

This paper cites Neurosymbolic AI - Why, What, and How.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Neurosymbolic AI - Why, What, and How

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T19:44:02.677594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c6c2acd-c6af-467a-bc85-9512dd767239 · outbound

This paper cites Neuro-Symbolic AI: Explainability, Challenges, and Future Trends.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Neuro-Symbolic AI: Explainability, Challenges, and Future Trends

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T19:44:02.857481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a108eb0-2fb8-4230-a618-8921301fcbc3 · outbound

This paper cites Generating diverse high-fidelity images with VQ- V AE-2.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Generating diverse high-fidelity images with VQ- V AE-2

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:06.431454Z

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 5a5ff8ef-f0b2-4041-b050-82cb99aa3e97 · outbound

This paper cites SQ-V AE: Variational Bayes on discrete representation with self-annealed stochas- tic quantization.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems SQ-V AE: Variational Bayes on discrete representation with self-annealed stochas- tic quantization

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:06.277855Z

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 25ecc24d-eb53-4d75-afa9-2e5b3ca77c52 · outbound

This paper cites HQ-VAE: Hierarchical Discrete Representation Learning with Variational Bayes.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems HQ-VAE: Hierarchical Discrete Representation Learning with Variational Bayes

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T19:44:03.257010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6720a612-187a-4155-8bdb-1e912e3c9aa0 · outbound

This paper cites an unresolved cited work.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:44:06.137606Z

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 0ac0c67a-5e3b-4c53-94eb-5adce64f0bdf · outbound

This paper cites The evolution of cooperation.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems The evolution of cooperation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:05.958994Z

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 14dd5014-6730-4578-b87c-9fee87114e19 · outbound

This paper cites Reward-Independent Messaging for Decentralized Multi-Agent Reinforcement Learning.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Reward-Independent Messaging for Decentralized Multi-Agent Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T19:44:03.684390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dc37192-b298-45db-acd6-8b625f996e3c · outbound

This paper cites A multi-agent reinforcement learning model of common-pool resource appropri- ation.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems A multi-agent reinforcement learning model of common-pool resource appropri- ation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:05.653125Z

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 d1bc2b67-f1c6-4569-8c39-920184fb206f · outbound

This paper cites SoundStream: An End-to-End Neural Audio Codec.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems SoundStream: An End-to-End Neural Audio Codec

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:05.274760Z

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 af8501d1-6c0a-47df-8b19-3ac3b2645ca7 · outbound

This paper cites Emergent cooperation from mutual acknowledgment exchange in multi-agent reinforcement learning.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Emergent cooperation from mutual acknowledgment exchange in multi-agent reinforcement learning

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:05.033787Z

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 3f0e7c62-23be-49b2-be2a-a4c4d0a8c867 · outbound

This paper cites Gifting in multi-agent reinforcement learning.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Gifting in multi-agent reinforcement learning

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:44:04.781968Z

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 79621d7c-b7a5-403c-b06c-c109b9e7cbdf · outbound

This paper cites Borel $(\alpha,\beta)$-multitransforms and Quantum Leray-Hirsch: integral representations of solutions of quantum differential equations for $\mathbb P^1$-bundles.

AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems Borel $(\alpha,\beta)$-multitransforms and Quantum Leray-Hirsch: integral representations of solutions of quantum differential equations for $\mathbb P^1$-bundles

Reference 22

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T19:44:04.448323Z

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 9d78c02e-6f0e-43b0-b75b-5c56c3ff25c9 · inbound

Interpretable by AI Mother Tongue: Native Symbolic Reasoning in Neural Models cites this paper.

Interpretable by AI Mother Tongue: Native Symbolic Reasoning in Neural Models AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T16:07:04.657136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dd5aa0f-58c0-4f9c-a974-b90e785a1caa · inbound

Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies cites this paper.

Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies AI Mother Tongue: Self-Emergent Communication in MARL via Endogenous Symbol Systems

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-04T10:59:47.019829Z

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.