Paper Citation Record · LEDGER

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach

As of 13 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:1906.09086.

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

pith.paper-citation-record.v1
1906.09086 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-25T19:26:45.287828Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

16 of 16 outbound references displayed

verified exact0
verified fuzzy14
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b74fab57-dcc4-4796-9ce8-fdfb297e17c2 · outbound

This paper cites an unresolved cited work.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-25T19:27:10.506393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7d8f2788-16d6-4fe9-ac6f-b3dc62298077 · outbound

This paper cites an unresolved cited work.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-25T19:27:10.476973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8e19f473-2d2c-4498-a0c8-175053e0ddf6 · outbound

This paper cites URL: https://www.wordstream.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach URL: https://www.wordstream

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.526507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c71f436c-d4f5-4dda-884e-d01f3d6be057 · outbound

This paper cites Developing a predictive model of quality of experience for internet video.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach Developing a predictive model of quality of experience for internet video

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.497349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e9f9fe18-09c7-433f-9c1b-a7ce877ef14d · outbound

This paper cites Video stream quality impacts viewer behavior: inferring causality us- ing quasi-experimental designs.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach Video stream quality impacts viewer behavior: inferring causality us- ing quasi-experimental designs

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.484685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 71d76d76-b4f6-4fdc-a2bb-d61336d595c0 · outbound

This paper cites Scaling social media applications into geo- distributed clouds.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach Scaling social media applications into geo- distributed clouds

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.518604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation db8cd279-6405-41d3-8eb3-ea51e5011a88 · outbound

This paper cites Coping with heterogeneous video contributors and viewers in crowdsourced live streaming: A cloud-based approach.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach Coping with heterogeneous video contributors and viewers in crowdsourced live streaming: A cloud-based approach

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.514072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9c884ed5-bff6-4926-ab83-530f38cbf6e0 · outbound

This paper cites QoE-aware distributed cloud-based live streaming of multisourced multiview videos.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach QoE-aware distributed cloud-based live streaming of multisourced multiview videos

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.473591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 88c94250-676b-4e2f-812b-810edf5541fc · outbound

This paper cites A machine learning-based framework for preventing video freezes in HTTP adaptive streaming.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach A machine learning-based framework for preventing video freezes in HTTP adaptive streaming

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.510167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 73a130dc-ff05-45c6-ae95-29dd950b98b0 · outbound

This paper cites Improving Adaptive Video Streaming through Machine Learning.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach Improving Adaptive Video Streaming through Machine Learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.480939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1c5a3877-550b-4e9c-a36b-b26ea2f3c64c · outbound

This paper cites User Mapping Strategies in Multi-Cloud Streaming: A Data-Driven Approach.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach User Mapping Strategies in Multi-Cloud Streaming: A Data-Driven Approach

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.470094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8df5b625-6388-40d1-af9d-265d10d34f60 · outbound

This paper cites URL: https://sites.google.com/ view/facebookvideoslive18/home.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach URL: https://sites.google.com/ view/facebookvideoslive18/home

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.489613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c868aa84-6322-44d9-aea8-2e6f33b27f95 · outbound

This paper cites URL: https://aws.amazon.com/ about-aws/global-infrastructure/.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach URL: https://aws.amazon.com/ about-aws/global-infrastructure/

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.502047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 683dd371-cc5b-49c9-8044-403e1882d878 · outbound

This paper cites Feature hashing for large scale multitask learning.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach Feature hashing for large scale multitask learning

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.465851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5ada74d7-9c2b-4ef6-8934-e96e61783bde · outbound

This paper cites URL: https://aws.amazon.com/s3/ pricing/.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach URL: https://aws.amazon.com/s3/ pricing/

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.522867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation dd4de53a-c49e-4c96-9fb4-47cd1b1c8208 · outbound

This paper cites URL: https://wondernetwork.com/pings.

QoE-Aware Resource Allocation for Crowdsourced Live Streaming: A Machine Learning Approach URL: https://wondernetwork.com/pings

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-25T19:27:10.493454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

No inbound Pith citation observations are available.