Paper Citation Record · LEDGER

Compositional Learning for Modular Multi-Agent Self-Organizing Networks

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2506.02616.

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

pith.paper-citation-record.v1
2506.02616 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:25:50.954520Z

measured 17 of 17 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 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

17 of 17 outbound references displayed

verified exact0
verified fuzzy12
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a8504177-0924-4c10-a8b6-3c38dce54d74 · outbound

This paper cites an unresolved cited work.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:25:53.696463Z

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 260d7511-ba35-4da1-8661-05ad39606ef0 · outbound

This paper cites Trust and perfor mance in future AI-enabled, open, multi-vendor network management automation,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Trust and perfor mance in future AI-enabled, open, multi-vendor network management automation,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:53.481987Z

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 e5774fa2-3260-4e40-b59e-5954e94fa008 · outbound

This paper cites Mobility-awa re load balanc- ing for reliable self-organization networks: Multi-agent deep reinforce- ment learning,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Mobility-awa re load balanc- ing for reliable self-organization networks: Multi-agent deep reinforce- ment learning,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:53.297799Z

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 42c73279-d7fe-4e0e-9958-bda620abdd00 · outbound

This paper cites A service-centric Q-learning algorithm for mobility robustness optimization in LTE,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks A service-centric Q-learning algorithm for mobility robustness optimization in LTE,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:53.080659Z

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 de3d9989-d4db-4a82-bf4a-c34bf6587ddb · outbound

This paper cites Inter -cell slicing resource partitioning via coordinated multi-agent deep re inforcement learning,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Inter -cell slicing resource partitioning via coordinated multi-agent deep re inforcement learning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:52.895758Z

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 aa23848c-f739-443f-a7d9-3bd2f6fdfd3b · outbound

This paper cites Ta sk-driven modular networks for zero-shot compositional learning,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Ta sk-driven modular networks for zero-shot compositional learning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:52.678138Z

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 dc637100-02a4-40a1-8032-b6398d5f4e0b · outbound

This paper cites Modular Deep Learning.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Modular Deep Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:25:50.023149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f67ee32a-cfa2-4099-af78-cb5beedde110 · outbound

This paper cites Single and multi-agent deep r einforcement learning for AI-enabled wireless networks: A tutorial,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Single and multi-agent deep r einforcement learning for AI-enabled wireless networks: A tutorial,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:52.459464Z

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 306c27ff-bc67-42ca-85d7-3fc047d953c8 · outbound

This paper cites Knowledge transfer in deep reinforcement learning for slice-aware mobility robustne ss optimization,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Knowledge transfer in deep reinforcement learning for slice-aware mobility robustne ss optimization,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:52.257687Z

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 1db52a52-4148-4e97-ad32-5ce7460b89fc · outbound

This paper cites Multi-agent actor-critic for mixed cooperative- competitive environments,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Multi-agent actor-critic for mixed cooperative- competitive environments,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:52.063979Z

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 97ac0a9e-e768-4267-810c-5a50f909f8c6 · outbound

This paper cites Actor-Critic algorithms,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Actor-Critic algorithms,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:51.888852Z

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 a8192a48-4db7-4a77-9c82-debd234f9782 · outbound

This paper cites Addressing Function Approximation Error in Actor-Critic Methods.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Addressing Function Approximation Error in Actor-Critic Methods

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T11:25:50.477050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4b31387-b733-4670-a929-40de53c82a06 · outbound

This paper cites an unresolved cited work.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:25:50.572087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 187c0f07-792a-4d90-a9f0-8f0c65f9885e · outbound

This paper cites On ADMM in dee p learning: Convergence and saturation-avoidance,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks On ADMM in dee p learning: Convergence and saturation-avoidance,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:51.719197Z

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 a2f5212b-32b2-4f1a-8c1e-ecb0dbf2b7cb · outbound

This paper cites Fast and scalable network slicing by integrating deep learning with Lagrangi an methods,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Fast and scalable network slicing by integrating deep learning with Lagrangi an methods,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:51.559236Z

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 c19f719c-349c-4748-9eb6-036ea6ceb96d · outbound

This paper cites an unresolved cited work.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:25:51.361578Z

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 3e5455f7-42f0-45b3-a33f-3cc91dc24caa · outbound

This paper cites Microscopic trafﬁc simulation using SUMO,.

Compositional Learning for Modular Multi-Agent Self-Organizing Networks Microscopic trafﬁc simulation using SUMO,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:25:51.212574Z

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

No inbound Pith citation observations are available.