Paper Citation Record · LEDGER

Conversational Orchestration for Organic 6G

As of 16 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2608.10714.

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

pith.paper-citation-record.v1
2608.10714 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T18:51:39.920933Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

15 of 15 outbound references displayed

verified exact1
verified fuzzy9
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 59140275-bf4f-41d3-a893-3dcd78fc4615 · outbound

This paper cites Organic 6G Networks: Vision, Requirements, and Research Approaches,.

Conversational Orchestration for Organic 6G Organic 6G Networks: Vision, Requirements, and Research Approaches,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.379615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 39fa9bbb-6caa-4f87-9af4-207ae80a5bf1 · outbound

This paper cites Future Open Networks Cross- Domain Cognitive Orchestration: A Novel Design Paradigm,.

Conversational Orchestration for Organic 6G Future Open Networks Cross- Domain Cognitive Orchestration: A Novel Design Paradigm,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.360492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bad0531c-5254-44cd-b8c1-804c320a6096 · outbound

This paper cites Horizon Europe Call for Advanced Architectures Systems and Technologies,.

Conversational Orchestration for Organic 6G Horizon Europe Call for Advanced Architectures Systems and Technologies,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.339865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d3e5acf9-4423-4ff2-800d-a48fb1f69efd · outbound

This paper cites ACROSS: Automated zero-touch cross-layer provisioning framework for 5G and beyond vertical services,.

Conversational Orchestration for Organic 6G ACROSS: Automated zero-touch cross-layer provisioning framework for 5G and beyond vertical services,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.321044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 310e0dbd-ad4b-4f01-b6f6-3530eb8d201c · outbound

This paper cites AIORA: An AI-Native Multi- Stakeholder Orchestration Architecture for 6G Continuum,.

Conversational Orchestration for Organic 6G AIORA: An AI-Native Multi- Stakeholder Orchestration Architecture for 6G Continuum,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.302096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d71ec778-3971-4eb6-9ef7-efe89d00625f · outbound

This paper cites Cloud-Native Orches- tration Framework for Network Slice Federation Across Administrative Domains in 5G/6G Mobile Networks,.

Conversational Orchestration for Organic 6G Cloud-Native Orches- tration Framework for Network Slice Federation Across Administrative Domains in 5G/6G Mobile Networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.281495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 85a0a2fe-461e-404b-8e2e-7bdcb60c5689 · outbound

This paper cites E2E Network Slicing for Enhanced Cybersecurity, Orchestration, Au- tomation and Response in 5G/6G: The RIGOUROUS Approach,.

Conversational Orchestration for Organic 6G E2E Network Slicing for Enhanced Cybersecurity, Orchestration, Au- tomation and Response in 5G/6G: The RIGOUROUS Approach,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.263583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d497fec0-2141-4097-bb6f-09b75aa763ee · outbound

This paper cites Breaking down network slicing: Hi- erarchical orchestration of end-to-end networks,.

Conversational Orchestration for Organic 6G Breaking down network slicing: Hi- erarchical orchestration of end-to-end networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.244130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3d5ebddf-3c2d-46b1-9c4a-1972cd94dac6 · outbound

This paper cites Toward a Dynamic Future With Adaptable Computing and Network Convergence (ACNC),.

Conversational Orchestration for Organic 6G Toward a Dynamic Future With Adaptable Computing and Network Convergence (ACNC),

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:51:40.225414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 93c1dec7-8e21-463e-99d2-908bb303f811 · outbound

This paper cites Service Registration, Indexing, Discovery, and Selection: An Architectural Survey Toward a GenAI-Driven Future,.

Conversational Orchestration for Organic 6G Service Registration, Indexing, Discovery, and Selection: An Architectural Survey Toward a GenAI-Driven Future,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T18:51:39.892151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9f5bb50-ed9e-43c1-85f9-5f229f5961bb · outbound

This paper cites Communication Methods in Multi-Agent Reinforcement Learning,.

Conversational Orchestration for Organic 6G Communication Methods in Multi-Agent Reinforcement Learning,

Reference 11

Resolution: verified exact; raw_fallback, observed 2026-08-12T18:51:40.190464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b5b4bae3-cc84-4415-b393-a858ccde09ac · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Conversational Orchestration for Organic 6G DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T18:51:39.903602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afc94b41-db6d-4ff9-9392-433085e04ec7 · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

Conversational Orchestration for Organic 6G Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T18:51:39.909628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16f86c57-e7c9-4d71-9c00-ed02c5ebba99 · outbound

This paper cites GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization.

Conversational Orchestration for Organic 6G GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T18:51:39.915223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6da6b07-bdc2-46f9-a919-680fb2180aaf · outbound

This paper cites Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn’t,.

Conversational Orchestration for Organic 6G Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn’t,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T18:51:39.920933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.