Paper Citation Record · LEDGER

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation

As of 19 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 2 inbound Pith citation observations for arXiv:2412.10425.

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

pith.paper-citation-record.v1
2412.10425 v3

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T18:41:54.048209Z

measured 28 of 28 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:26:37.978227Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

26 of 26 outbound references displayed

verified exact7
verified fuzzy2
unresolved16
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 2ec16e53-238c-44e2-8392-a19c508bca8c · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:55.115988Z

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.

Observation f7721d64-7901-4f6b-942d-92053b178632 · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:55.087729Z

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.

Observation a4c126a6-b40a-49a4-99f8-410d906e96e6 · outbound

This paper cites General-purpose, long-context autoregressive modeling with Perceiver AR.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation General-purpose, long-context autoregressive modeling with Perceiver AR

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T18:41:53.885135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8163eb79-0ded-4f2a-9c95-39ad8c1db495 · outbound

This paper cites R., & Friston, K.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation R., & Friston, K

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:41:55.058242Z

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.

Observation fe698698-803f-4283-8397-57ed54375fee · outbound

This paper cites L., Kim, C.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation L., Kim, C

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T18:41:53.901814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00e9ff7e-efe3-457a-a93d-467d1c068aa6 · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:55.029653Z

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.

Observation 622cf157-2e31-4d43-86bf-c9204f94be04 · outbound

This paper cites Supervised structure learning.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Supervised structure learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T18:41:53.915388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dd996a3-8852-4596-bc85-8929b73b6d63 · outbound

This paper cites Learning-based Calibration of Flux Crosstalk in Transmon Qubit Arrays.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Learning-based Calibration of Flux Crosstalk in Transmon Qubit Arrays

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T18:41:53.926167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f68d54b-bccb-42c5-afff-963f2b218840 · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 9

Resolution: malformed identifier; no resolver link, observed 2026-08-11T18:41:53.933026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b65a7226-d12a-4f42-844c-9e5176ac8e2a · outbound

This paper cites A Meta-Generation framework for Industrial System Generation.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation A Meta-Generation framework for Industrial System Generation

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:41:54.664802Z

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.

Observation 4c817c15-15ea-4805-a127-7165e0bddc30 · outbound

This paper cites Learning-Aided Control of Robotic Tether-Net with Maneuverable Nodes to Capture Large Space Debris.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Learning-Aided Control of Robotic Tether-Net with Maneuverable Nodes to Capture Large Space Debris

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:41:54.626465Z

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.

Observation 3c410c1e-708c-4ed3-a140-59f3ba798742 · outbound

This paper cites Back-Propagation Optimization and Multi-Valued Artificial Neural Networks for Highly Vivid Structural Color Filter Metasurfaces.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Back-Propagation Optimization and Multi-Valued Artificial Neural Networks for Highly Vivid Structural Color Filter Metasurfaces

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T18:41:53.956953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59feb005-9e66-450c-bac8-fc704bcc7dd4 · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:55.000954Z

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.

Observation 4bf2a40e-1901-4c40-b4e6-a9a9ce83982a · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:54.973274Z

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.

Observation a55c9ee5-8c2f-4808-8db1-d363a326076e · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:54.939336Z

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.

Observation 0d3f816b-e65f-40eb-afc5-8095cfd07e3a · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 17

Resolution: verified exact; raw_fallback, observed 2026-08-11T18:41:54.522927Z

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.

Observation 4c72ddc2-9c18-4cbf-969c-48729b296c1d · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:54.908669Z

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.

Observation 2b71f309-998d-46aa-bd3a-61eb89983751 · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 19

Resolution: verified exact; doi, observed 2026-08-11T18:41:54.129905Z

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.

Observation d5202faa-a8eb-4a66-806c-db7ac1401212 · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 20

Resolution: verified exact; doi, observed 2026-08-11T18:41:54.106525Z

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.

Observation 8f427f23-4ed0-4171-a3b6-ecfc68ec0aab · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:54.873512Z

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.

Observation 0f8d0e53-5fe7-4231-8ee9-311862a44a6e · outbound

This paper cites J., & Whyte, C.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation J., & Whyte, C

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T18:41:54.841798Z

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.

Observation c2c361a4-b83c-4897-9d4b-6a800cbd1473 · outbound

This paper cites SELF: Self-Evolution with Language Feedback.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation SELF: Self-Evolution with Language Feedback

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T18:41:54.023305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c35e4197-9df3-4253-aa14-7da48bae27fd · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T18:41:54.028926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2520e90c-e9c8-406a-9475-cd5d8421d5b2 · outbound

This paper cites Spin-wave dynamics controlled by tunable ac magnonic crystal.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Spin-wave dynamics controlled by tunable ac magnonic crystal

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:41:54.228306Z

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.

Observation b645e52b-1c4c-44dd-8faf-740a1a47f21e · outbound

This paper cites an unresolved cited work.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T18:41:54.811220Z

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.

Observation 5fa2d049-55b7-4a56-84ab-d202e194b77c · outbound

This paper cites Reward-Free Curricula for Training Robust World Models.

Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation Reward-Free Curricula for Training Robust World Models

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-11T18:41:54.197497Z

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.

Pith citing papers

Observation 2603b0b3-2e90-499d-b197-af494e8599bb · inbound

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks cites this paper.

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:26:37.978227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce6727bf-5c78-4c61-af80-41f46d393fa1 · inbound

Phase Transitions in Driven Informational Systems: A Two-Field Perspective on Learning Theory and Non-Equilibrium Chemistry cites this paper.

Phase Transitions in Driven Informational Systems: A Two-Field Perspective on Learning Theory and Non-Equilibrium Chemistry Active Inference for Self-Organizing Multi-LLM Systems: A Bayesian Thermodynamic Approach to Adaptation

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-21T00:33:52.270790Z

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.