Paper Citation Record · LEDGER

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration

As of 5 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2601.13694.

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

pith.paper-citation-record.v1
2601.13694 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T12:58:09.641156Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T23:40:18.334289Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-30T23:45:08.158507Z

Reference resolution

39 of 39 outbound references displayed

verified exact5
verified fuzzy34
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c50a3d4-683e-4629-af9b-0866cec998df · outbound

This paper cites Toward Agentic AI: Generative Information Retrieval Inspired Intelligent Communications and Networking.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Toward Agentic AI: Generative Information Retrieval Inspired Intelligent Communications and Networking

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-16T13:00:55.006713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3ac7f445-c76b-493a-aa64-fa8f80aed566 · outbound

This paper cites A-core: A novel framework of agentic ai in the 6g core network.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration A-core: A novel framework of agentic ai in the 6g core network

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.268685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 33f9b565-016d-4e6d-87ed-73d3e81d186e · outbound

This paper cites Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-16T13:00:54.999896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation dbde93c2-1442-48b8-9cf4-ae85f14a6e79 · outbound

This paper cites Next-gen service function chain deployment: Combining multi-objective optimiza- tion with ai large language models.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Next-gen service function chain deployment: Combining multi-objective optimiza- tion with ai large language models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.308126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 848de9b0-b1a1-4673-8308-dcabd06c7adf · outbound

This paper cites Context-aware and adaptive qos prediction for mobile edge computing services.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Context-aware and adaptive qos prediction for mobile edge computing services

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.293593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3d7f9134-6664-49cb-bc76-2e32751e8a98 · outbound

This paper cites Energy- efficient online service migration in edge networks.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Energy- efficient online service migration in edge networks

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.278712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2a967c10-b9d3-4607-b806-a19e66795a6b · outbound

This paper cites Interactive ai with retrieval-augmented generation for next generation networking.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Interactive ai with retrieval-augmented generation for next generation networking

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.301701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2c8a83ac-a75d-416d-94b3-ebc9d597f4ca · outbound

This paper cites Graph-aware diffusion policy for fault-tolerant agentic ai service migration in edge computing power networks.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Graph-aware diffusion policy for fault-tolerant agentic ai service migration in edge computing power networks

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.312497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 583a2f20-618c-4452-82db-6740a4c92c5f · outbound

This paper cites Generative AI Enabled Robust Sensor Placement in Cyber-Physical Power Systems: A Graph Diffusion Approach.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Generative AI Enabled Robust Sensor Placement in Cyber-Physical Power Systems: A Graph Diffusion Approach

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-19T17:09:46.030653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e7ff43a9-6d82-4539-b8b0-1d1fa61321e1 · outbound

This paper cites A systematic framework for compressing generative diffusion models for resource-constrained iot devices.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration A systematic framework for compressing generative diffusion models for resource-constrained iot devices

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.268893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 7f72ed45-10e5-4a3f-b0b5-4c686ef37719 · outbound

This paper cites Exploring llm- based multi-agent situation awareness for zero-trust space-air-ground in- tegrated network.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Exploring llm- based multi-agent situation awareness for zero-trust space-air-ground in- tegrated network

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.254498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 62fd5ae9-e60b-427e-9e03-35d64ec1f78b · outbound

This paper cites A weighted byzantine fault tolerance consensus driven trusted multi- ple large language models network.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration A weighted byzantine fault tolerance consensus driven trusted multi- ple large language models network

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.291426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f46a7c31-1f19-40fa-92a7-cd1349a834ed · outbound

This paper cites A Trustworthy Multi-LLM Network: Challenges,Solutions, and A Use Case.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration A Trustworthy Multi-LLM Network: Challenges,Solutions, and A Use Case

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-16T13:00:55.003467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6ecf22a1-77d4-4115-a1ee-c66a073d307c · outbound

This paper cites Generative ai agents with large language model for satellite networks via a mixture of experts transmission.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Generative ai agents with large language model for satellite networks via a mixture of experts transmission

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.265540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 09a8699c-6b29-4746-b997-5c4f18790b17 · outbound

This paper cites Poster: Multi-agent llm system for cisco router configuration.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Poster: Multi-agent llm system for cisco router configuration

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.242881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f330c23f-fc09-4943-b728-1f376d8a7465 · outbound

This paper cites Toward agentic ai networking in 6g: A generative foundation model-as-agent approach.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Toward agentic ai networking in 6g: A generative foundation model-as-agent approach

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.289123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e074cc6c-cf28-4f07-a0a7-69785553efc4 · outbound

This paper cites Qos-aware application assignment and resource utilization maximization using ahp in edge computing.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Qos-aware application assignment and resource utilization maximization using ahp in edge computing

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.295924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b7620048-54e4-40bc-85a2-f971a1bac437 · outbound

This paper cites Intent-based infrastructure and service orchestration using agentic-ai.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Intent-based infrastructure and service orchestration using agentic-ai

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.276170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 43753fb4-c719-4bcb-bbca-11fddbaec524 · outbound

This paper cites Intent-based autonomous network framework guided by large language model.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Intent-based autonomous network framework guided by large language model

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.285250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c661cdec-fb5d-4aa0-a707-c7ef3b3825b0 · outbound

This paper cites LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-16T13:00:55.009849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f8470cf9-a4ba-40fb-a228-ce7d6eb1bd60 · outbound

This paper cites Knowledge-driven intent life-cycle management for cellular networks.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Knowledge-driven intent life-cycle management for cellular networks

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.299866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9f0c80b0-fc5d-46a6-b221-272e3bb339dc · outbound

This paper cites Maestro: Llm-driven collaborative automation of intent-based 6g networks.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Maestro: Llm-driven collaborative automation of intent-based 6g networks

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.237848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4ebdaa45-b670-4efb-88a3-02c00a663ed7 · outbound

This paper cites Gia: Llm-enabled generative intent abstraction to enhance adaptability for intent-driven networks.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Gia: Llm-enabled generative intent abstraction to enhance adaptability for intent-driven networks

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.310112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation df9561c0-28a0-4c2f-83c8-00878d6bd417 · outbound

This paper cites Energy efficiency maximization in ris-assisted swipt networks with rsma: A ppo-based approach.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Energy efficiency maximization in ris-assisted swipt networks with rsma: A ppo-based approach

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.283126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a03babc1-0499-4d6f-96ab-37523d3cb14a · outbound

This paper cites Llnet: An intent-driven approach to instructing softwarized network devices using a small language model.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Llnet: An intent-driven approach to instructing softwarized network devices using a small language model

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.273738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 474b595b-198e-40e6-a963-2cb1f0855535 · outbound

This paper cites Estimating driver’s lane-change in- tent considering driving style and contextual traffic.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Estimating driver’s lane-change in- tent considering driving style and contextual traffic

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.251934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8543bf47-6786-4c00-8bdc-2b3b3f431614 · outbound

This paper cites Service function chaining and embedding with heterogeneous faults tolerance in edge networks.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Service function chaining and embedding with heterogeneous faults tolerance in edge networks

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.289305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 67a921f4-4c5d-4ae6-8325-2060a896fffc · outbound

This paper cites On achieving trustworthy service function chain- ing.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration On achieving trustworthy service function chain- ing

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.300210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6b760715-503a-466d-92ad-dff2154891e2 · outbound

This paper cites A two-stage reconfiguration in network function virtual- ization: Toward service function chain optimization.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration A two-stage reconfiguration in network function virtual- ization: Toward service function chain optimization

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.271166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5e6c8d90-be6f-4e08-9a13-4242cbca303c · outbound

This paper cites Deploying disaster-resilient service function chains using adaptive multi-path routing.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Deploying disaster-resilient service function chains using adaptive multi-path routing

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.281498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6a513ddc-5355-4382-9f3b-72bd19ef9fc4 · outbound

This paper cites Dynamic multi- objective service function chain placement based on deep reinforcement learning.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Dynamic multi- objective service function chain placement based on deep reinforcement learning

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.297953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2a01ab92-a9a4-4efd-93ed-7f90a963fda6 · outbound

This paper cites Toward edge general intelligence with multiple- large language model (multi-llm): Architecture, trust, and orchestration.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Toward edge general intelligence with multiple- large language model (multi-llm): Architecture, trust, and orchestration

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.314784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f45e1172-4079-4dfe-a354-2003e36fafef · outbound

This paper cites Training compute-optimal large language models.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Training compute-optimal large language models

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.277832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4a6df0b8-3796-4376-9cf1-159465910db3 · outbound

This paper cites Full-life cycle intent-driven network verification: Challenges and approaches.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Full-life cycle intent-driven network verification: Challenges and approaches

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.303855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 03257712-82ea-4973-ba5a-9f4335731330 · outbound

This paper cites Intent-aware radio re- source scheduling in a ran slicing scenario using reinforcement learning.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Intent-aware radio re- source scheduling in a ran slicing scenario using reinforcement learning

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.296117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9c31bfda-514a-43a9-b024-7142df2722a5 · outbound

This paper cites Channel coding rate in the finite blocklength regime.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Channel coding rate in the finite blocklength regime

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.306212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2a4311e9-6c91-4dca-9da7-c0b06dcf3bd7 · outbound

This paper cites Cross-modal generative semantic communications for mobile aigc: Joint semantic encoding and prompt engineering.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Cross-modal generative semantic communications for mobile aigc: Joint semantic encoding and prompt engineering

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.298215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 70ee2245-60c3-4c11-88e6-71af4a460d2a · outbound

This paper cites Dpu-enhanced multi- agent actor-critic algorithm for cross-domain resource scheduling in computing power network.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration Dpu-enhanced multi- agent actor-critic algorithm for cross-domain resource scheduling in computing power network

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.293772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1c0e9a4f-6d0d-4d12-9feb-04a8f5d239dd · outbound

This paper cites An adaptive service function chains mapping with multi-task deep reinforcement learning.

Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration An adaptive service function chains mapping with multi-task deep reinforcement learning

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T13:00:55.302063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation 37ab8fbc-3f33-463e-91d3-dedccf89d61f · inbound

Role-Based Agentic AI for Intent-Driven Network and Service Orchestration cites this paper.

Role-Based Agentic AI for Intent-Driven Network and Service Orchestration Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-06-30T23:45:08.159939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.