Paper Citation Record · LEDGER

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations

As of 10 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2601.18974.

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

pith.paper-citation-record.v1
2601.18974 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:51:34.219172Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

20 of 20 outbound references displayed

verified exact0
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cca35cc5-0941-4ba2-9a04-916540ec84ca · outbound

This paper cites A survey on intent-based networking,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations A survey on intent-based networking,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.083363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa6e1ab-aa49-45d1-9758-ff4bd9f68f7f · outbound

This paper cites Intent-based networking-concepts and definitions,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Intent-based networking-concepts and definitions,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.154333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eb18ec8-57ec-470c-b69c-6f87421652b3 · outbound

This paper cites Llm-based policy generation for intent-based management of applications,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Llm-based policy generation for intent-based management of applications,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.174117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5df1b193-ddfd-4761-bd50-7bac35181e0a · outbound

This paper cites Towards End-to-End Network Intent Management with Large Language Models.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Towards End-to-End Network Intent Management with Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.177050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a693d61a-e22c-4b54-972f-e4ff3bab16bd · outbound

This paper cites Netconfeval: Can llms facilitate network configuration?.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Netconfeval: Can llms facilitate network configuration?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.180180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51c2fd87-8dbd-4e89-ad53-78108002bb0e · outbound

This paper cites Ferguson and G.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Ferguson and G

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.183134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f72dbbaf-1f88-4ffe-9d87-240288557139 · outbound

This paper cites Llama 3: Open foundation and instruction models,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Llama 3: Open foundation and instruction models,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.186091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83a2ab46-c3f3-462d-b945-803a57d9872f · outbound

This paper cites Mistral 7b,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Mistral 7b,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.188518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c42062dd-80b9-460c-9370-0716757a069f · outbound

This paper cites Gemma: Open models by google deepmind,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Gemma: Open models by google deepmind,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.190993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0f7fc7f-7a44-4ed5-9acb-de2a97c84279 · outbound

This paper cites Ieee 802.1qcr asyn- chronous traffic shaping with linux traffic control,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Ieee 802.1qcr asyn- chronous traffic shaping with linux traffic control,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.193479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a1cdac7-b337-418e-bea3-e55566db2496 · outbound

This paper cites PreConfig: A Pretrained Model for Automating Network Configuration.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations PreConfig: A Pretrained Model for Automating Network Configuration

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.195940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a31c3164-458d-4d51-9340-8296ca199706 · outbound

This paper cites Intent assurance using llms guided by intent drift,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Intent assurance using llms guided by intent drift,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.198596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffbb18ef-3f70-4f0e-9ff1-e56bfc5fe314 · outbound

This paper cites Address allocation for private internets,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Address allocation for private internets,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.200929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62ce2c8d-e4d6-4d7e-b8a6-9f9168f5abf1 · outbound

This paper cites Service name and transport protocol port number registry,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Service name and transport protocol port number registry,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.203383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6910fded-97a1-4abb-9ab8-853092cf430b · outbound

This paper cites Internet of things: A survey on enabling technologies, protocols, and applications,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Internet of things: A survey on enabling technologies, protocols, and applications,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.205999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11987b97-d625-4c39-9dd5-ce1d92ee92e6 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.208374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c343b2b5-03fc-4917-8694-e17ee5f94410 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Rouge: A package for automatic evaluation of summaries,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.211094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36578342-4f40-460d-a656-e3161a820202 · outbound

This paper cites Sch ¨utze, C.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Sch ¨utze, C

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.213666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9ac5a10-54e1-4ad4-b0bf-2cb8cdef1a84 · outbound

This paper cites Few-shot Natural Language Generation for Task-Oriented Dialog.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations Few-shot Natural Language Generation for Task-Oriented Dialog

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.216227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eddd09d-1540-44af-914c-227e468539e3 · outbound

This paper cites A normalized levenshtein distance metric,.

Intent2QoS: Language Model-Driven Automation of Traffic Shaping Configurations A normalized levenshtein distance metric,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T07:51:34.219172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.