Paper Citation Record · LEDGER

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction

As of 22 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2506.19890.

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

pith.paper-citation-record.v1
2506.19890 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:12:25.004529Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

37 of 37 outbound references displayed

verified exact0
verified fuzzy34
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 272215d0-6888-4fe3-965b-20a92d9aaa0b · outbound

This paper cites Learning-based sphere nonlinear interpolation for motion synthesis,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Learning-based sphere nonlinear interpolation for motion synthesis,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:32.214308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 24f35b83-2e30-4abc-a644-a4a447a9c2bb · outbound

This paper cites Keyframe extraction for human motion capture data based on joint kernel sparse representation,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Keyframe extraction for human motion capture data based on joint kernel sparse representation,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:32.076393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 806c9d05-9576-4b59-bce8-5b48f907475d · outbound

This paper cites Attention-based QoE-aware digital twin empowered edge computing for immersive virtual reality,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Attention-based QoE-aware digital twin empowered edge computing for immersive virtual reality,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:31.925316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0960559a-5179-401b-943a-5809c2af27b2 · outbound

This paper cites Causal influence detection for improving efficiency in reinforcement learning,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Causal influence detection for improving efficiency in reinforcement learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:31.742804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cb0fb967-4c86-4cac-967f-173687e8be67 · outbound

This paper cites Virtual reality gaming on the cloud: A reality check,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Virtual reality gaming on the cloud: A reality check,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:31.465381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 44eef07d-8083-4d18-bb04-8bad53d44cc2 · outbound

This paper cites Avatar-mediated communication in social VR: An in- depth exploration of older adult interaction in an emerging communica- tion platform,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Avatar-mediated communication in social VR: An in- depth exploration of older adult interaction in an emerging communica- tion platform,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:12:21.806391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f533a0a-a0ce-4abe-ba73-8b2c5f184491 · outbound

This paper cites All one needs to know about metaverse: A complete sur- vey on technological singularity, virtual ecosystem, and research agenda,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction All one needs to know about metaverse: A complete sur- vey on technological singularity, virtual ecosystem, and research agenda,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:31.186256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8b421131-9850-4e3f-a185-a09ba00fcb29 · outbound

This paper cites Deep unsupervised key frame extraction for efficient video classification,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Deep unsupervised key frame extraction for efficient video classification,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:30.969177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e0e0c158-4a15-442d-a08c-7028bd99a279 · outbound

This paper cites Large model based sequential keyframe extraction for video summarization,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Large model based sequential keyframe extraction for video summarization,

Reference 9

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T23:12:25.321962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7c860253-0a26-4280-b1c6-2c2da5afac7b · outbound

This paper cites Event-based video reconstruction using transformer,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Event-based video reconstruction using transformer,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:30.806004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 709b3669-60e5-4f3e-88bb-889764e02f36 · outbound

This paper cites Local self- expression subspace learning network for motion capture data,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Local self- expression subspace learning network for motion capture data,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:30.663336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8b16f0f7-c43f-4967-8741-ce6db7ab85e9 · outbound

This paper cites Keyframe extraction from motion capture sequences with graph based deep reinforcement learning,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Keyframe extraction from motion capture sequences with graph based deep reinforcement learning,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:30.495199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 201383e3-aaa3-4a5a-b85d-220c30ea1773 · outbound

This paper cites A key-frame-based error resilient coding scheme for video transmission over differentiated services networks,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction A key-frame-based error resilient coding scheme for video transmission over differentiated services networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:30.234036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a2bb6e8f-f508-4f00-a75e-d2073cf73df4 · outbound

This paper cites Edge-assisted video transmission with adaptive key frame selection: A hierarchical DRL approach,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Edge-assisted video transmission with adaptive key frame selection: A hierarchical DRL approach,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:29.981515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fb764a78-e640-44ae-8b1d-469efe0e850b · outbound

This paper cites M-LVC: Multiple frames prediction for learned video compression,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction M-LVC: Multiple frames prediction for learned video compression,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:29.747106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 725198b1-423f-44a3-a299-be137c79bc86 · outbound

This paper cites Deep learning in latent space for video prediction and compression,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Deep learning in latent space for video prediction and compression,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:29.473824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 06ba76ff-ab15-4e25-894b-6e203f38c576 · outbound

This paper cites Resource-aware reinforcement learning-based transmission optimization for mobile augmented reality in edge computing,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Resource-aware reinforcement learning-based transmission optimization for mobile augmented reality in edge computing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:29.234846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1a7c376a-285d-4dd8-acbe-29ebe740745d · outbound

This paper cites Attention-aware resource allocation and QoE analysis for metaverse xURLLC services,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Attention-aware resource allocation and QoE analysis for metaverse xURLLC services,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:28.614296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4be96511-5f73-48ed-88d4-917adabf6df1 · outbound

This paper cites A two-stage deep reinforcement learning framework for MEC-enabled adaptive 360-degree video streaming,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction A two-stage deep reinforcement learning framework for MEC-enabled adaptive 360-degree video streaming,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:28.361140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 853f537e-3b18-41fd-864f-2526fd4a8ab8 · outbound

This paper cites QoE-oriented mobile virtual reality game in distributed edge networks,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction QoE-oriented mobile virtual reality game in distributed edge networks,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:28.201470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ae7c6cb9-7e29-41d6-9c1d-7f8f6b0430d0 · outbound

This paper cites The logarithmic nature of QoE and the role of the Weber-Fechner law in QoE assessment,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction The logarithmic nature of QoE and the role of the Weber-Fechner law in QoE assessment,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:28.092543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 015811cd-f6b1-4483-8450-a34c63bc1bd4 · outbound

This paper cites Deep reinforcement learning with communication transformer for adaptive live streaming in wireless edge networks,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Deep reinforcement learning with communication transformer for adaptive live streaming in wireless edge networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:27.928072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 586877a2-742d-43e0-a987-f503f9df4b52 · outbound

This paper cites Adaptive digital twin-assisted 3C management for QoE-driven MSVS: A GAI-based DRL approach,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Adaptive digital twin-assisted 3C management for QoE-driven MSVS: A GAI-based DRL approach,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:27.738903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5d055e89-379a-43ca-908b-ad86ee199c3c · outbound

This paper cites A survey on causal reinforcement learning,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction A survey on causal reinforcement learning,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:27.599737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 95c2db89-d88b-4b33-bd11-515c36e1a1cc · outbound

This paper cites Q-Cogni: An integrated causal reinforcement learning framework,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Q-Cogni: An integrated causal reinforcement learning framework,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:27.455404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a89377e9-449d-4666-b94b-497563d2b9dd · outbound

This paper cites Interpretable reward redistribution in reinforcement learning: A causal approach,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Interpretable reward redistribution in reinforcement learning: A causal approach,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:27.327954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a429269a-eb4a-4ad8-8e5a-a2ac436a00fa · outbound

This paper cites Knowledge-enhanced causal reinforcement learning model for interactive recommendation,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Knowledge-enhanced causal reinforcement learning model for interactive recommendation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:27.198369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 552242a0-bd0d-4738-a4e3-9122117feb50 · outbound

This paper cites Situation-dependent causal influence-based cooperative multi-agent reinforcement learning,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Situation-dependent causal influence-based cooperative multi-agent reinforcement learning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:27.042001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 77e89e8b-d698-474d-8873-2574811dac72 · outbound

This paper cites Synchronization medium: a consistency maintenance component for mobile multiplayer games,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Synchronization medium: a consistency maintenance component for mobile multiplayer games,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:26.903710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ffd68a9f-7032-4710-a9e3-a7a736be60d8 · outbound

This paper cites Towards decentralized task offloading and resource allocation in user-centric MEC,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Towards decentralized task offloading and resource allocation in user-centric MEC,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:26.774226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5d30b49a-b40d-4965-b657-0dd28fe1c54c · outbound

This paper cites Sub-6 GHz channel modeling and evaluation in indoor industrial environments,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Sub-6 GHz channel modeling and evaluation in indoor industrial environments,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:26.634020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b0bcee69-a162-48a9-9995-d0dbde2759c7 · outbound

This paper cites Enabling long-term fairness in dynamic resource allocation,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Enabling long-term fairness in dynamic resource allocation,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:26.475282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 24b445ee-e8d8-4812-bd40-f377edf99b49 · outbound

This paper cites Definition of QoE fairness in shared systems,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Definition of QoE fairness in shared systems,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:26.349719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 45d85382-cb0f-406c-a4f0-7b8388c7204d · outbound

This paper cites an unresolved cited work.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:12:26.232530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 75475b2f-af5e-40fa-8486-17c8a2c7f2bf · outbound

This paper cites Efficient Estimation of Mutual Information for Strongly Dependent Variables,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Efficient Estimation of Mutual Information for Strongly Dependent Variables,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:26.031934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation aeaaf5fd-6874-4fab-8c4e-f51060a2850f · outbound

This paper cites Nonparametric von mises estimators for entropies, divergences and mutual informations,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Nonparametric von mises estimators for entropies, divergences and mutual informations,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:25.815632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dfc0d02b-d135-43c9-a845-d7732e5c10a5 · outbound

This paper cites Causal dynamics learning for task-independent state abstraction,.

Causal-Aware Intelligent QoE Optimization for VR Interaction with Adaptive Keyframe Extraction Causal dynamics learning for task-independent state abstraction,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:12:25.588497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.