Paper Citation Record · LEDGER

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management

As of 17 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2506.06519.

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

pith.paper-citation-record.v1
2506.06519 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:59:21.304792Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

24 of 24 outbound references displayed

verified exact1
verified fuzzy8
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 37136c8c-9b7a-4f01-ad2b-d30f98bdfcaa · outbound

This paper cites write newline.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:18.344791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94fe0031-506e-46a4-bcbb-78caabcb0744 · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:18.432966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 654f9168-1ede-4334-88a6-bd3437b06b06 · outbound

This paper cites C.-Y., Prasad, A., Saha, S., Stengel-Eskin, E., and Bansal, M.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management C.-Y., Prasad, A., Saha, S., Stengel-Eskin, E., and Bansal, M

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:18.518383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff178a61-f309-4843-8f06-d6018b7250a1 · outbound

This paper cites H., Chong, K.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management H., Chong, K

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:24.256935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a3823d45-e55b-475a-bf46-1d47df0fcccb · outbound

This paper cites Supervising strong learners by amplifying weak experts.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Supervising strong learners by amplifying weak experts

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:18.822293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80045f67-b3a9-438a-bb1a-ca5bfcd56a52 · outbound

This paper cites and Liu, Y.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management and Liu, Y

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:23.975010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b7f87359-4b55-47c7-b0b8-b287242317ab · outbound

This paper cites and Shah, V.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management and Shah, V

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:23.735312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fe662689-b2cd-4907-b96a-e2d1b58287ea · outbound

This paper cites Toward 6g networks: Use cases and technologies.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Toward 6g networks: Use cases and technologies

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:23.384277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5003f7eb-a117-4e10-a37a-a3aaf4dc8aba · outbound

This paper cites Self-refined generative foundation models for wireless traffic prediction.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Self-refined generative foundation models for wireless traffic prediction

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:19.470704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b24a0c5-8f99-43a5-be86-ff61020ef343 · outbound

This paper cites AI safety via debate.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management AI safety via debate

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:19.599124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31613ebc-16b1-42f1-840b-199a7909d5b5 · outbound

This paper cites Debating with More Persuasive LLMs Leads to More Truthful Answers.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Debating with More Persuasive LLMs Leads to More Truthful Answers

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:19.759897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d3144e0-3fcd-4e6e-96eb-d9d2b0b1d93d · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:19.890398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79ee2ea0-b571-467a-9ea2-5b60b2f33b87 · outbound

This paper cites Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:19.992856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d92d1891-1a59-4c0e-81aa-69a24afa2ff6 · outbound

This paper cites D., Debbah, M., and Luo, Z.-Q.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management D., Debbah, M., and Luo, Z.-Q

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:23.129598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fdf9a758-b09f-4c1c-8f42-637866e905e2 · outbound

This paper cites An Empirical Study of NetOps Capability of Pre-Trained Large Language Models.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management An Empirical Study of NetOps Capability of Pre-Trained Large Language Models

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:59:21.596812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2bfa32e5-6e8b-47a8-af38-82dc77f9228e · outbound

This paper cites Large language models in 6G security: challenges and opportunities.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Large language models in 6G security: challenges and opportunities

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:20.278378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b97b6827-0be8-4b7e-a65c-f4bbf2aea8c5 · outbound

This paper cites Towards semantic mac protocols for 6g: From protocol learning to language-oriented approaches.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Towards semantic mac protocols for 6g: From protocol learning to language-oriented approaches

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:20.355404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af737719-4b12-4a95-820b-32bab1c3e192 · outbound

This paper cites Machine learning for large-scale optimization in 6g wireless networks.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Machine learning for large-scale optimization in 6g wireless networks

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:22.880323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ba600240-1c27-4334-accc-6a4297fdeec4 · outbound

This paper cites HAFLQ: Heterogeneous Adaptive Federated LoRA Fine-tuned LLM with Quantization.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management HAFLQ: Heterogeneous Adaptive Federated LoRA Fine-tuned LLM with Quantization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:20.593960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 158a23c8-f503-4413-ab7d-6aae4f931def · outbound

This paper cites M., Arzo, S.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management M., Arzo, S

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:22.575336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cfcfadf3-390f-4018-b498-fdd03ca1a5c8 · outbound

This paper cites Federated Fine-Tuning of LLMs: Framework Comparison and Research Directions.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Federated Fine-Tuning of LLMs: Framework Comparison and Research Directions

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:20.828982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 711462c4-9811-4a7a-8477-087ee6352a81 · outbound

This paper cites an unresolved cited work.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:59:22.310336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f503e695-48a6-4b31-aa49-cb0846fc3530 · outbound

This paper cites Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:21.160295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3063dd56-c3a2-45b0-9a41-b59dcececfc8 · outbound

This paper cites Large language model (llm) for telecommunications: A comprehensive survey on principles, key techniques, and opportunities.

Hierarchical Debate-Based Large Language Model (LLM) for Complex Task Planning of 6G Network Management Large language model (llm) for telecommunications: A comprehensive survey on principles, key techniques, and opportunities

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:22.013260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.