Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:00:42.869921Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2506.00924.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:00:42.869921Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
42 of 42 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2fa7b6ef-3ef6-43ef-ae4d-8e3f993b6d66 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Enhancing quality of experience in telecommunica- tion networks: A review of frameworks and machine learning algorithms,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8678919e-b67f-4d5d-adac-4fad9ac7b000 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Survey on quality of experience evalua- tion for cloud-based interactive applications,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 10c3cac8-b3b5-49ba-8ea2-cbb9023bbccf · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Investigation into user-centric qoe and network-centric parameters for youtube service on mobile networks,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 95f6ba71-64ea-44ad-85a4-29b738f91a1d · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Qoe in multimedia domain: a user-centric quality assess- ment,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bb2d4a02-449f-459c-94be-f612417732b2 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Acqua: A user friendly platform for lightweight net- work monitoring and qoe forecasting,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0d6b8c1c-3b1e-420d-852a-7f00b274ce50 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Enhanc- ing qoe assessment in fwa: Leveraging network kpis and user feedback analysis,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 26ecd71d-61a6-4fd3-8af7-c2b4b3db9226 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Ucwe: A user-centric approach for web quality of experience measurement,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5ed299f1-bb96-4ff4-b826-beec0195d207 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison On user-centric modular qoe pre- diction for voip based on machine-learning algo- rithms,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 85dee24e-70fe-461b-8d00-fc29f86895b4 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison An efficient network-based qoe assess- ment framework for multimedia networks using a machine learning approach,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eb3ad042-f38f-44bd-8c4a-45a5520648ee · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Quality of experience estimation of en- crypted video streaming by using machine learning methods,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c555c0f3-2549-42fd-86bd-8d8d7652a748 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison A survey on multimedia services qoe assessment and machine learning-based prediction,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7aa0c29c-8643-45b7-a2cc-0850b4e90746 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Speech and multimedia Transmission Quality (STQ); Quality of Experience; A Monitoring Archi- tecture,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3ba73191-eeda-4e64-bb97-79a29104438e · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Survey and challenges of qoe management issues in wireless net- works,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dbc37003-ae00-40f8-a337-3935f7f5dd91 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Qoe-aware analysis and management of multimedia services in 5g and be- yond heterogeneous networks,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cd86a43b-c6dc-4144-a7e6-91fbeaa4d34e · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Qoe modeling for http adaptive video streaming–a survey and open challenges,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation af67a4ec-a9e1-419d-8718-a61874ef69d0 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Cache-enabled adaptive video streaming: A qoe-based evaluation study,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1facd777-fb2f-4ae7-8b47-e19504b6f5b3 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Qoe management of multimedia streaming services in future networks: A tutorial and survey,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a3c9ba11-5537-4183-9e76-2e650690d096 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Machine learning based quality of experience (qoe) prediction approach in enterprise multimedia networks,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2a299831-1224-439d-a021-c085ceed6482 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Llm4band: Enhancing reinforcement learning with large language models for accurate bandwidth estimation,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 97b7f720-9f59-4ee5-b6f9-37221d5768f7 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison REAL-TIME MON- ITORING AND ENHANCEMENT OF MULTI- USER COMMUNICATIONS WITH AI AGENTS,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 337eb601-3ddb-4dfd-b41b-bfd87bd4ea34 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Quality-of-service aware llm serving
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f07fc7fb-7551-4acd-bf6f-91cb62880399 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Large Language Model Aided QoS Prediction for Service Recommendation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a8aeaa94-1a30-451f-9f4e-403d6629d64f · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Quality measurement of screen images via foreground perception and background suppression,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6fdea8bf-4c9a-4419-9d9c-5b28f2ada64e · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Fine- grained region adaptive loop filter for super-block video coding,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 875c8e9a-807b-4fa0-b565-bc02c3225074 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Quality of experience pre- diction model for progressive downloading over mo- bile broadcast networks,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 527c1c04-1d30-4496-b581-524f739a6aff · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Mmlscu: A dataset for multi-modal multi-domain live streaming comment understanding,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc183537-8035-4438-93e0-eae1af8a358c · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Time- sync comments analyzation for understanding sub- scribers to live streaming services,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 509789fa-c917-4860-bfce-98eba09cf8f7 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Enhanc- ing multimodal affective analysis with learned live comment features,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8cff8eae-cc6b-49d6-b9f1-b468ec90702f · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Of- fensive language detection on video live streaming chat,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 03a7029c-14da-4c4c-a4f2-e76904d9198a · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Twitchchat: A dataset for exploring livestream chat,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5724e046-39c8-46bd-99c8-46e8a7520f2e · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Twitch.tv Chat Log Data,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8606271b-e100-4242-99b8-98a5164d0c9a · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Seman- tic collaborative filtering recommender system using cnns,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d7168c14-be72-49ad-a442-7f4c3dd01101 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Conex based qoe feedback to enhance qoe,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 25d167ac-ee7b-46c0-8d9e-56e7c37214f8 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Document-level text simplification,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 30c002eb-130e-462c-a22e-62abdace8bad · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Performance of 4 pre-trained sentence transformer models in the semantic query of a systematic review dataset on peri-implantitis,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d65dc5e8-d48d-4257-84a3-926dcac7f3dc · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Enabling auditory large language models for automatic speech quality evaluation,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fc67e211-150b-4779-998c-d33c9278f1e2 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Extraction of subjective information from large language models,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4db1ecd8-0a63-4c70-84f2-efef50f3ebb9 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison The past, present and better future of feedback learning in large language models for subjective hu- man preferences and values,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f45c1134-9ede-44ab-9dbb-d9da67b975db · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison A Survey of Uncertainty Estimation Methods on Large Language Models
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1df03a48-ff98-4160-8a92-29d5029f6b8a · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Language models are few-shot learners,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0b111638-205b-40b7-8444-936617f282be · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Gpt-4o overview and capabilities,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b33a7349-b719-45d2-8ace-733a25276042 · outbound
Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison Available: https://www.mdpi.com/ 2078-2489/15/2/68
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.