Paper Citation Record · LEDGER

Evolution of Collective AI Beyond Individual Optimization

As of 18 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 1 inbound Pith citation observation for arXiv:2412.02085.

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

pith.paper-citation-record.v1
2412.02085 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T23:56:26.801455Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T08:02:51.863679Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T08:06:06.208336Z

Reference resolution

21 of 21 outbound references displayed

verified exact0
verified fuzzy14
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 60a1cea8-ca26-41d6-86d2-c2dc312dcd8f · outbound

This paper cites Language models are few-shot learners.

Evolution of Collective AI Beyond Individual Optimization Language models are few-shot learners

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:26.718622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cffbdb2-1f33-4cbf-bf0a-88fed4c78c4e · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

Evolution of Collective AI Beyond Individual Optimization Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:26.723321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16b217c9-2233-49b6-8e97-58f116b31776 · outbound

This paper cites Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding.

Evolution of Collective AI Beyond Individual Optimization Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:26.727466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78e91a6b-16cc-46d6-9868-dde2b347f456 · outbound

This paper cites Scaling Autoregressive Models for Content-Rich Text-to-Image Generation.

Evolution of Collective AI Beyond Individual Optimization Scaling Autoregressive Models for Content-Rich Text-to-Image Generation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:26.732329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0423096a-d5fd-4724-867b-57fc05357335 · outbound

This paper cites Swarm intelligence: from natural to artificial systems.

Evolution of Collective AI Beyond Individual Optimization Swarm intelligence: from natural to artificial systems

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:27.072324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ad2d04ab-27ed-4540-b915-2f9c9e37ddcc · outbound

This paper cites Environment induced emergence of collective behavior in evolving swarms with limited sensing.

Evolution of Collective AI Beyond Individual Optimization Environment induced emergence of collective behavior in evolving swarms with limited sensing

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:27.058721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e5b68867-a4f5-401f-8cb6-aa80986267f2 · outbound

This paper cites Collective gradient perception with a flying robot swarm.

Evolution of Collective AI Beyond Individual Optimization Collective gradient perception with a flying robot swarm

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:27.044811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8bcbb054-ec39-42b8-b1dc-3a64830aef03 · outbound

This paper cites Foraging in mind.Current Directions in Psychological Science, 29(3):309–315, 2020.

Evolution of Collective AI Beyond Individual Optimization Foraging in mind.Current Directions in Psychological Science, 29(3):309–315, 2020

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:27.030000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c84dbd98-28ca-4155-870f-183a5c6b93e1 · outbound

This paper cites Evolution of explorative and exploitative search strategies in collective foraging.

Evolution of Collective AI Beyond Individual Optimization Evolution of explorative and exploitative search strategies in collective foraging

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:27.015916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bbc56708-e74a-4abc-af26-d2fe0831ecda · outbound

This paper cites Social insects and beyond: The physics of soft, dense invertebrate aggregations.

Evolution of Collective AI Beyond Individual Optimization Social insects and beyond: The physics of soft, dense invertebrate aggregations

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:27.003387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fa5ef58f-f6c3-4a94-b1f9-8db3c56cb7e2 · outbound

This paper cites The collective intelligence of evolution and development.

Evolution of Collective AI Beyond Individual Optimization The collective intelligence of evolution and development

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:26.989977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fea37838-03d5-4060-be11-53687dba4842 · outbound

This paper cites Collective intelligence for deep learning: A survey of recent developments.

Evolution of Collective AI Beyond Individual Optimization Collective intelligence for deep learning: A survey of recent developments

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:26.764930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8fc75c0-a791-44f5-8e50-f7f62153c6f4 · outbound

This paper cites Evolving collective ai: Simulation of ants communicating via chemicals.

Evolution of Collective AI Beyond Individual Optimization Evolving collective ai: Simulation of ants communicating via chemicals

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:26.969998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 908633f6-a115-4ad2-a29b-2e4e68dc06ec · outbound

This paper cites The CMA Evolution Strategy: A Tutorial.

Evolution of Collective AI Beyond Individual Optimization The CMA Evolution Strategy: A Tutorial

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:26.773423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ee0cf89-6423-47ba-887e-fdca7b9381ee · outbound

This paper cites EvoJAX: Hardware-Accelerated Neuroevolution.

Evolution of Collective AI Beyond Individual Optimization EvoJAX: Hardware-Accelerated Neuroevolution

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T23:56:26.778081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f37b3075-bb7f-47a3-a70a-2b049ed279ae · outbound

This paper cites Self-organization in biological systems.

Evolution of Collective AI Beyond Individual Optimization Self-organization in biological systems

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:26.956724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cc993ffb-1bca-4dde-8ea4-b5be8299a4fb · outbound

This paper cites Emergence of swarming behavior: foraging agents evolve collective motion based on signaling.

Evolution of Collective AI Beyond Individual Optimization Emergence of swarming behavior: foraging agents evolve collective motion based on signaling

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:26.941647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5e186f16-47d6-45e6-867d-a464c14f5bdc · outbound

This paper cites Adaptability and diversity in simulated turn-taking behavior.

Evolution of Collective AI Beyond Individual Optimization Adaptability and diversity in simulated turn-taking behavior

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:26.928674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b5e474c6-9f20-4bea-ba3c-37ad19728762 · outbound

This paper cites Division of labor in insect societies.

Evolution of Collective AI Beyond Individual Optimization Division of labor in insect societies

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:26.915356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8a9ea28e-534e-493b-a9d6-894eaf0b0062 · outbound

This paper cites From division of labor to the collective behavior of social insects.

Evolution of Collective AI Beyond Individual Optimization From division of labor to the collective behavior of social insects

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:26.901847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 46f11c03-805d-4a78-a09f-b4655acf2331 · outbound

This paper cites The wisdom of crowds.

Evolution of Collective AI Beyond Individual Optimization The wisdom of crowds

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T23:56:26.888448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation f51e6807-fb17-4145-90af-33f940798bf8 · inbound

Emergence of Internal State-Modulated Swarming in Multi-Agent Patch Foraging System cites this paper.

Emergence of Internal State-Modulated Swarming in Multi-Agent Patch Foraging System Evolution of Collective AI Beyond Individual Optimization

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-18T08:06:06.210820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.