Pith. sign in

Paper Citation Record · LEDGER

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies

As of 5 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 1 inbound Pith citation observation for arXiv:2604.09703.

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

pith.paper-citation-record.v1
2604.09703 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:10:30.262134Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T15:18:54.854103Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

  • verified exact2
  • verified fuzzy13
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d48de942-70ee-4062-bff2-c986654ac654 · outbound

This paper cites When UA V swarm meets edge-cloud computing: The QoS perspective.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies When UA V swarm meets edge-cloud computing: The QoS perspective

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.858047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:fab0b9c8b5ff8834a774ba8b250858e671a614e1925421002b2aed1549d7005d

Observation ef1fed9d-55c2-4a01-9992-45a4dde3c4a4 · outbound

This paper cites A theory of semantic communication.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies A theory of semantic communication

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.828797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:47dd7f28ac1b87d75b4c1e9151f470f05d764a2c2d6e83d5ae61905e04266568

Observation e7b9edef-1670-4dfd-8c9c-26f12b5b0a86 · outbound

This paper cites Consensus and coop- eration in networked multi-agent systems.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Consensus and coop- eration in networked multi-agent systems

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.822901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:65e2c4503d036d953a7494ef44ae4060974342185cb483bec2f5dba2740c27b2

Observation cb16eb2a-d78b-4aef-b298-760d1b705de8 · outbound

This paper cites Exponential topology-enabled scalable communication in multi-agent reinforcement learning.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Exponential topology-enabled scalable communication in multi-agent reinforcement learning

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.826187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:61768280f0f3f43cf4115331505d631f38d4de2b07cbbeff60cee45d02c60abb

Observation 482a2f51-e567-4fa5-9954-4da6933e051e · outbound

This paper cites Federated edge learning with misaligned over-the-air computation.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Federated edge learning with misaligned over-the-air computation

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.852276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:3980946bdf842e2b947a25d6e3f74478b5e72a31d8cabaa4342b65bf094f950c

Observation d88a2d37-03fa-4cbb-9c5a-1e7857a33ba8 · outbound

This paper cites Tarmac: Targeted multi-agent communication.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Tarmac: Targeted multi-agent communication

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.849577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:29448353f3258259f4681d67b7ce09510deef0ec5487bfcdf2e75f7c3cb65d31

Observation ef488e5b-f5f8-451c-a0d3-34f677190346 · outbound

This paper cites Learning multiagent communication with backpropagation.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Learning multiagent communication with backpropagation

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.832116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:82e1ae0aa786be8bf30e7f5cadb9c712871b606744049c72b9e7f61ee7ca8d71

Observation b357888f-9333-4e72-b0a9-d55170d83963 · outbound

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

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Learning to communicate with deep multi-agent reinforcement learning

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.838597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:95c952a2534b310402674f8e0caf6f243ae3049ebe68237f6e74e1d6bae84b03

Observation 55203263-85d6-4e31-abe3-023acd050398 · outbound

This paper cites Learning attentional communication for multi- agent cooperation.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Learning attentional communication for multi- agent cooperation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.835270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:8e38db7e18e6dcdac68df89832d3917f6c27a2ddbae5c3d62ab5089810dbab2f

Observation 47a9f6c4-8a58-4ac2-bc44-279181a79705 · outbound

This paper cites Godsil and G.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Godsil and G

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.846440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:3d6ce9a7684ce68eaf09f0c18b0822f47623076bd6aa20f034084ab775e1b9e0

Observation 33d9d2d2-38a9-406a-bda8-9f46433cd2d6 · outbound

This paper cites Moore graphs and beyond: A survey of the degree/diameter problem.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Moore graphs and beyond: A survey of the degree/diameter problem

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.843678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:4f92250af347201b12e7491b6da9ccdcd742051283fefdee834b88d888c6c8f4

Observation 485103be-9953-4943-9a0a-ae332aa78b2b · outbound

This paper cites Ireland and M.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Ireland and M

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.855017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:7d74e9db7f4a2b7f1d080eddf26ac03441ffffab3b99dc48138ca6c8e8eeb148

Observation ab1b7c82-d55b-4d8b-9bcd-e1501400b06d · outbound

This paper cites Tao and V.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Tao and V

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T08:22:36.841178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:680c78327245709ed3fafc3580fd37b1acac5aae738b282840c8221185db33ac

Observation 3a10788e-3327-4bae-a4e9-cc81afcdc2a8 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies Proximal Policy Optimization Algorithms

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-10T23:25:51.125438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:ebf0ec8e8eb68dcc1509c5e9e5ac27dbca149f5f2ca745c7dcbbca2bcc4ffbe2

Observation 076f81fd-33bb-463d-95ac-13983c744b7f · outbound

This paper cites High-Dimensional Continuous Control Using Generalized Advantage Estimation.

Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies High-Dimensional Continuous Control Using Generalized Advantage Estimation

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-11T04:19:28.133246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T19:10:30.262134Z digest=sha256:fbc8c55d48ff03891da1886b1de488d70aad5bf494570af38669af46d5cb0eea

Pith citing papers

Observation 06f30eeb-0850-4efe-9284-d4738d474640 · inbound

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks cites this paper.

Accelerating Heterogeneous Agent Collaboration in Dynamic Edge Networks Cayley Graph Optimization for Scalable Multi-Agent Communication Topologies

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T15:18:54.854103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T15:18:54.854103Z digest=sha256:920d4a427a5e881294bce53e1faee91b5da9437db6cf7b9f485c0dfea5c802e5