Paper Citation Record · LEDGER

Hierarchical Placement Learning for Network Slice Provisioning

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2508.06432.

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

pith.paper-citation-record.v1
2508.06432 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:46:27.523341Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

36 of 36 outbound references displayed

verified exact4
verified fuzzy28
unresolved3
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dcb520aa-76e1-419b-9f71-f949f0383a5a · outbound

This paper cites VNF and CNF Place- ment in 5G: Recent Advances and Future Trends,.

Hierarchical Placement Learning for Network Slice Provisioning VNF and CNF Place- ment in 5G: Recent Advances and Future Trends,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:28.065489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c51bbe43-c371-41e9-b406-78b89b9cbf7d · outbound

This paper cites Function Splitting, Isolation, and Placement Trade-Offs in Network Slicing,.

Hierarchical Placement Learning for Network Slice Provisioning Function Splitting, Isolation, and Placement Trade-Offs in Network Slicing,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:28.053318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c5447ed8-10bb-415d-af3f-08336424b3a6 · outbound

This paper cites Deep Rein- forcement Learning for Network Slice Placement and the DeepNetSlice Toolkit,.

Hierarchical Placement Learning for Network Slice Provisioning Deep Rein- forcement Learning for Network Slice Placement and the DeepNetSlice Toolkit,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:28.041829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4b8ffe5b-66ea-4121-8060-11b8e589881f · outbound

This paper cites Hierarchical Multi-Agent Deep Reinforcement Learning for SFC Placement on Multiple Domains,.

Hierarchical Placement Learning for Network Slice Provisioning Hierarchical Multi-Agent Deep Reinforcement Learning for SFC Placement on Multiple Domains,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:28.030274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5bcf0654-f118-48bd-90cc-28a702ec4970 · outbound

This paper cites Ant Colony based Online Learning Algorithm for Service Function Chain Deployment,.

Hierarchical Placement Learning for Network Slice Provisioning Ant Colony based Online Learning Algorithm for Service Function Chain Deployment,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:28.018551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 665b0d96-25a4-4449-98ba-25333917369e · outbound

This paper cites Rein- forcement Learning-Based Multi-Domain Network Slice Provisioning,.

Hierarchical Placement Learning for Network Slice Provisioning Rein- forcement Learning-Based Multi-Domain Network Slice Provisioning,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:28.006005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5d922abe-4e6d-4636-899c-14bf665447a5 · outbound

This paper cites 5G Service Function Chain Provisioning: A Deep Reinforcement Learning-Based Framework,.

Hierarchical Placement Learning for Network Slice Provisioning 5G Service Function Chain Provisioning: A Deep Reinforcement Learning-Based Framework,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.993471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6c903276-f93b-4eac-9533-0bb759f51694 · outbound

This paper cites Resource Allocation for Network Slicing in Open RAN: A Hierarchical Learning Approach,.

Hierarchical Placement Learning for Network Slice Provisioning Resource Allocation for Network Slicing in Open RAN: A Hierarchical Learning Approach,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.981646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7730afde-5c13-4d39-88eb-e47e27984b4f · outbound

This paper cites Toward Safe and Accelerated Deep Reinforcement Learning for Next-Generation Wireless Networks,.

Hierarchical Placement Learning for Network Slice Provisioning Toward Safe and Accelerated Deep Reinforcement Learning for Next-Generation Wireless Networks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.969859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 71bb18c0-a0ae-4bd8-b77f-6a13d2fd432c · outbound

This paper cites Multi-Armed Bandit in Action: Optimizing Performance in Dynamic Hybrid Networks,.

Hierarchical Placement Learning for Network Slice Provisioning Multi-Armed Bandit in Action: Optimizing Performance in Dynamic Hybrid Networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.957585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 801f2f5b-e542-4c1b-80cb-f8f41cc67f72 · outbound

This paper cites Dynamic Network Slice for Bursty Edge Traffic,.

Hierarchical Placement Learning for Network Slice Provisioning Dynamic Network Slice for Bursty Edge Traffic,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.945020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c0f71df7-bc94-4af7-a87d-607b571a38cc · outbound

This paper cites GiPH: Generalizable Place- ment Learning for Adaptive Heterogeneous Computing,.

Hierarchical Placement Learning for Network Slice Provisioning GiPH: Generalizable Place- ment Learning for Adaptive Heterogeneous Computing,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.933078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a989687d-066d-4a04-a281-6f5263b60e66 · outbound

This paper cites {AlpaServe}: Statistical Multiplexing with Model Parallelism for Deep Learning Serving,.

Hierarchical Placement Learning for Network Slice Provisioning {AlpaServe}: Statistical Multiplexing with Model Parallelism for Deep Learning Serving,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.921438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 34982279-4ba6-4dfd-b95e-6dc1fade6969 · outbound

This paper cites DINC: Toward Distributed In-Network Computing,.

Hierarchical Placement Learning for Network Slice Provisioning DINC: Toward Distributed In-Network Computing,

Reference 14

Resolution: verified exact; doi, observed 2026-08-05T22:46:27.580389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5803df4c-6fcf-4dce-8762-7107311b1620 · outbound

This paper cites Decouple and Decompose: Scaling Resource Allocation with DeDe.

Hierarchical Placement Learning for Network Slice Provisioning Decouple and Decompose: Scaling Resource Allocation with DeDe

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T22:46:27.446192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f651b8d-6b98-4703-a0f8-b17ae5f5d8dc · outbound

This paper cites Hierarchical Planning for Dynamic Resource Allocation in Smart and Connected Communities,.

Hierarchical Placement Learning for Network Slice Provisioning Hierarchical Planning for Dynamic Resource Allocation in Smart and Connected Communities,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.909149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ebed8d0f-b33e-40a2-b5bb-8523deee79a6 · outbound

This paper cites Community Detection-Empowered Self-Adaptive Network Slicing in Multi-Tier Edge-Cloud System,.

Hierarchical Placement Learning for Network Slice Provisioning Community Detection-Empowered Self-Adaptive Network Slicing in Multi-Tier Edge-Cloud System,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.896960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 71b4bae4-4ee5-4e24-ac82-4cc9492ec13b · outbound

This paper cites Experts in a Markov De- cision Process,.

Hierarchical Placement Learning for Network Slice Provisioning Experts in a Markov De- cision Process,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.884372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5204879c-5858-4ce4-a791-7bb960e3687c · outbound

This paper cites Regret Analysis for Hierarchical Experts Bandit Problem.

Hierarchical Placement Learning for Network Slice Provisioning Regret Analysis for Hierarchical Experts Bandit Problem

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:46:27.705822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d387dfc3-6112-4427-bde1-6e9304f71923 · outbound

This paper cites Fast Unfolding of Communities in Large Networks,.

Hierarchical Placement Learning for Network Slice Provisioning Fast Unfolding of Communities in Large Networks,

Reference 20

Resolution: malformed identifier; no resolver link, observed 2026-08-05T22:46:27.464753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5cf5ada-db5a-4265-812b-cdb68c878342 · outbound

This paper cites Multi-Agent Reinforcement Learning with Hierarchical Coordination for Emergency Responder Stationing,.

Hierarchical Placement Learning for Network Slice Provisioning Multi-Agent Reinforcement Learning with Hierarchical Coordination for Emergency Responder Stationing,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.872879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fd77655b-9a34-4cea-937f-e975daf7aeb7 · outbound

This paper cites Bandit Based Optimization of Multiple Objectives on a Music Streaming Platform,.

Hierarchical Placement Learning for Network Slice Provisioning Bandit Based Optimization of Multiple Objectives on a Music Streaming Platform,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T22:46:27.472175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 923d565f-91d3-426e-99a8-b3ffe24373d5 · outbound

This paper cites Combinatorial Multi-Objective Multi-Armed Bandit Problem.

Hierarchical Placement Learning for Network Slice Provisioning Combinatorial Multi-Objective Multi-Armed Bandit Problem

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:46:27.611741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 858c6431-182b-46ee-9762-e1dabf89c359 · outbound

This paper cites Generalized Gini Inequality Indices,.

Hierarchical Placement Learning for Network Slice Provisioning Generalized Gini Inequality Indices,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.860209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 14adf202-8339-4277-9358-c8e23b81af29 · outbound

This paper cites On Ordered Weighted Averaging Aggregation Operators in Multicriteria Decisionmaking,.

Hierarchical Placement Learning for Network Slice Provisioning On Ordered Weighted Averaging Aggregation Operators in Multicriteria Decisionmaking,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.848090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9952239a-4b91-4dcb-84af-5dc17e7c9e94 · outbound

This paper cites Multi-Objective Bandits: Optimizing the Generalized Gini Index,.

Hierarchical Placement Learning for Network Slice Provisioning Multi-Objective Bandits: Optimizing the Generalized Gini Index,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.835852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3fc428de-b069-4de2-8766-e03306ba2c77 · outbound

This paper cites Ridge Estimators in Logistic Regression,.

Hierarchical Placement Learning for Network Slice Provisioning Ridge Estimators in Logistic Regression,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.822778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2bd858d4-bbb7-4b22-a281-e9845a2b6966 · outbound

This paper cites Learning Context-Aware Probabilistic Maximum Coverage Bandits: A Variance- Adaptive Approach,.

Hierarchical Placement Learning for Network Slice Provisioning Learning Context-Aware Probabilistic Maximum Coverage Bandits: A Variance- Adaptive Approach,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.810279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1a852162-5a56-4b92-82ed-945f08e39735 · outbound

This paper cites Online Combinatorial Optimization with Group Fairness Constraints,.

Hierarchical Placement Learning for Network Slice Provisioning Online Combinatorial Optimization with Group Fairness Constraints,

Reference 29

Resolution: verified exact; doi, observed 2026-08-05T22:46:27.558144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 455bd642-a881-4e9b-8e1b-e396bdb1555b · outbound

This paper cites The Internet Topology Zoo,.

Hierarchical Placement Learning for Network Slice Provisioning The Internet Topology Zoo,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.797633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cb49186f-1027-4fd4-af92-49ec1cbcf01f · outbound

This paper cites Caching Performance of Content Centric Networks under Multi-Path Routing (and more),.

Hierarchical Placement Learning for Network Slice Provisioning Caching Performance of Content Centric Networks under Multi-Path Routing (and more),

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.783930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 398e2e89-4455-4a94-9439-d7f9d69528cc · outbound

This paper cites A Contextual- Bandit Approach to Personalized News Article Recommendation,.

Hierarchical Placement Learning for Network Slice Provisioning A Contextual- Bandit Approach to Personalized News Article Recommendation,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.771501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 58d8ea68-ad44-40ff-a9dc-6045ef43f0d0 · outbound

This paper cites Contextual Combinatorial Bandit and its Application on Diversified Online Recommendation,.

Hierarchical Placement Learning for Network Slice Provisioning Contextual Combinatorial Bandit and its Application on Diversified Online Recommendation,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.759348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b3212676-091a-4d59-849c-68285c5d3cd0 · outbound

This paper cites Thompson Sampling for Combinatorial Semi-Bandits,.

Hierarchical Placement Learning for Network Slice Provisioning Thompson Sampling for Combinatorial Semi-Bandits,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.746651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 30b92d6b-7277-435b-be1b-7466d76b5fe0 · outbound

This paper cites A Deep Contextual Bandit- Based End-to-End Slice Provisioning Approach for Efficient Allocation of 5G Network Resources,.

Hierarchical Placement Learning for Network Slice Provisioning A Deep Contextual Bandit- Based End-to-End Slice Provisioning Approach for Efficient Allocation of 5G Network Resources,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:46:27.733851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 084a9fd5-a3ec-4859-a591-eabcd0a7af67 · outbound

This paper cites Navigating in High-Dimensional Search Space: A Hierarchical Bayesian Optimization Approach.

Hierarchical Placement Learning for Network Slice Provisioning Navigating in High-Dimensional Search Space: A Hierarchical Bayesian Optimization Approach

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T22:46:27.523341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.