Paper Citation Record · LEDGER

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM

As of 9 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2506.04594.

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

pith.paper-citation-record.v1
2506.04594 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:43:37.892409Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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 exact2
verified fuzzy30
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0797c69d-9de6-4496-aced-dc1c20e8a1d1 · outbound

This paper cites Dynamic channel allocation via bandit learning for WiFi 7 networks with multi-link operation,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Dynamic channel allocation via bandit learning for WiFi 7 networks with multi-link operation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:43.652400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c9c55426-bd4b-4925-9d7b-71667986ded1 · outbound

This paper cites IEEE 802.11 wireless local area networks,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM IEEE 802.11 wireless local area networks,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:43.498785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e94e2c9d-6fc1-4206-8b13-64615bea3b83 · outbound

This paper cites IEEE 802.11 be Wi-Fi 7: New challenges and opportunities,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM IEEE 802.11 be Wi-Fi 7: New challenges and opportunities,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:43.310872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 631ecdd3-9446-4c63-a23a-cbad3e39b78b · outbound

This paper cites Overview and performance evaluation of Wi-Fi 7,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Overview and performance evaluation of Wi-Fi 7,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:43.117585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d6065db6-b496-49de-99b9-977255a3ed49 · outbound

This paper cites Wi-Fi multi-link operation: An experimental study of latency and throughput,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Wi-Fi multi-link operation: An experimental study of latency and throughput,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:42.937271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3be20a05-9368-4fa1-a387-aa44bc873bac · outbound

This paper cites The impact of channel bonding on 802.11 n network management,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM The impact of channel bonding on 802.11 n network management,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:42.785434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 63288cc8-cc16-4c12-be97-f956024e2fd7 · outbound

This paper cites Where to aggregate?: a comparative study of aggregation strategies in multi-radio system,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Where to aggregate?: a comparative study of aggregation strategies in multi-radio system,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:42.637713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 724f5a01-76ba-4234-b2fe-4c07cbd60647 · outbound

This paper cites Multi-link operation in IEEE 802.11 be WLANs,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Multi-link operation in IEEE 802.11 be WLANs,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:42.476754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1816d205-1504-4521-bac1-2c12d04d6ee7 · outbound

This paper cites Delay analysis of IEEE 802.11 be multi-link operation under finite load,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Delay analysis of IEEE 802.11 be multi-link operation under finite load,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:42.270517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cd999c02-bc34-4475-8ac6-6d17e655f4e2 · outbound

This paper cites IEEE 802.11 be network throughput optimization with multi-link operation and AP controller,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM IEEE 802.11 be network throughput optimization with multi-link operation and AP controller,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:42.124316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8c491005-540b-461d-8cc9-4214ad6f2bd4 · outbound

This paper cites A distributed CSMA algorithm for throughput and utility maximization in wireless networks,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM A distributed CSMA algorithm for throughput and utility maximization in wireless networks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:41.976330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e58b786f-9c61-4781-8a9c-8655e761778c · outbound

This paper cites Regret analysis of stochastic and nonstochastic multi-armed bandit problems,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Regret analysis of stochastic and nonstochastic multi-armed bandit problems,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:41.794047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6d65e0b9-feab-423a-9361-95443cfd504c · outbound

This paper cites Wirelessllm: Empowering large language models towards wireless intelligence,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Wirelessllm: Empowering large language models towards wireless intelligence,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:41.643964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9a898cae-2f61-46f2-8fa2-7ad75981b3c8 · outbound

This paper cites A Survey on In-context Learning.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM A Survey on In-context Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T10:43:35.943462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 842e6b68-aa0b-49ff-9b6f-f58cc80d5dbe · outbound

This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T10:43:36.026310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6300febd-e6d8-49f4-8c71-4738020fdfbc · outbound

This paper cites Throughput enhancement of full-duplex CSMA networks using multiplayer bandits,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Throughput enhancement of full-duplex CSMA networks using multiplayer bandits,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:41.477934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0335c7b2-e739-41c2-ad53-76cfaf6b87a9 · outbound

This paper cites An experimental study of latency for ieee 802.11 be multi-link operation,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM An experimental study of latency for ieee 802.11 be multi-link operation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:41.332699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ff2a7d9b-aacf-49ea-854e-3acd122eed91 · outbound

This paper cites Adaptive multi-link channel access under cross-link interference in next-generation WLANs,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Adaptive multi-link channel access under cross-link interference in next-generation WLANs,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:41.169846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7dfd1c73-acd5-488d-9285-2d4c557f7f13 · outbound

This paper cites WiFi 7 with different multi-link channel access schemes: Modeling, fairness and optimization,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM WiFi 7 with different multi-link channel access schemes: Modeling, fairness and optimization,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:40.979870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0cd2e12a-7795-47b0-9e3b-c86460d98e13 · outbound

This paper cites Channel selection for Wi-Fi 7 multi-link operation via optimistic-weighted VDN and parallel transfer reinforcement learning,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Channel selection for Wi-Fi 7 multi-link operation via optimistic-weighted VDN and parallel transfer reinforcement learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:40.840771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b44c6c7a-cf65-47bd-aa43-533726617c19 · outbound

This paper cites A federated reinforcement learning framework for link activation in multi-link Wi-Fi networks,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM A federated reinforcement learning framework for link activation in multi-link Wi-Fi networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:40.651071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 395b78d8-20ae-47b8-9e46-c08a6d38867b · outbound

This paper cites Learning combinatorial optimization on graphs: A survey with appli- cations to networking,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Learning combinatorial optimization on graphs: A survey with appli- cations to networking,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:40.508975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bc55db5a-9b44-4899-8e3a-f47a35d5191f · outbound

This paper cites The roadmap to 6G: AI empowered wireless networks,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM The roadmap to 6G: AI empowered wireless networks,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:40.326804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 16726fb9-6c98-4de3-9d16-232640836ae9 · outbound

This paper cites A tutorial on cross-layer opti- mization in wireless networks,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM A tutorial on cross-layer opti- mization in wireless networks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:40.147197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7f8caaa9-55da-4768-ae56-ddf9460efbdf · outbound

This paper cites Deep learning in mobile and wireless networking: A survey,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Deep learning in mobile and wireless networking: A survey,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:39.979471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7314a9b9-dacc-4c4e-a0e2-2113353fd139 · outbound

This paper cites Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:43:38.371550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98a7252e-d016-4d77-b91b-1e6341478e6b · outbound

This paper cites Fair probabilistic multi-armed bandit with applications to network optimization,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Fair probabilistic multi-armed bandit with applications to network optimization,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:39.757681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 55fbfd76-d9ce-4e0e-acc5-4b3825a4a30f · outbound

This paper cites Optimal rate sampling in 802.11 systems: Theory, design, and implementation,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Optimal rate sampling in 802.11 systems: Theory, design, and implementation,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:39.569911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3df02517-3409-4761-9af0-b60e7b2e4c2f · outbound

This paper cites Best-Arm Identification in Unimodal Bandits.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Best-Arm Identification in Unimodal Bandits

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:43:38.177838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 20d63e48-9f28-4b01-b899-26da8ed7c3bd · outbound

This paper cites Introspective Tips: Large Language Model for In-Context Decision Making.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Introspective Tips: Large Language Model for In-Context Decision Making

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T10:43:37.303075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 458475b3-1dca-4e6f-8f93-f915a8bc3473 · outbound

This paper cites Solving General Natural-Language-Description Optimization Problems with Large Language Models.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Solving General Natural-Language-Description Optimization Problems with Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T10:43:37.410144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1098ad89-1738-4e71-bcba-631009c460c7 · outbound

This paper cites Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T10:43:37.484882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1c34c8a-25ec-439e-ac16-c5723c15061f · outbound

This paper cites Finite-time analysis of the multiarmed bandit problem,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Finite-time analysis of the multiarmed bandit problem,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:39.426658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cc82b5b9-0213-4648-9143-bd8ecee1c088 · outbound

This paper cites Model-based Thompson sampling for frequency and rate selection in underwater acoustic communica- tions,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Model-based Thompson sampling for frequency and rate selection in underwater acoustic communica- tions,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:39.229109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 27de4749-908f-4647-9aff-f325834c3c81 · outbound

This paper cites Best arm identification in multi-armed bandits,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Best arm identification in multi-armed bandits,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:39.041412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d52f189a-1857-40ed-882f-27f3f8851e36 · outbound

This paper cites An ε-best-arm identifi- cation algorithm for fixed-confidence and beyond,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM An ε-best-arm identifi- cation algorithm for fixed-confidence and beyond,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:38.823217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e06b3f65-765a-4de4-9b27-139301644ea4 · outbound

This paper cites Bayesian mixture modeling and inference based Thompson sampling in Monte-Carlo tree search,.

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM Bayesian mixture modeling and inference based Thompson sampling in Monte-Carlo tree search,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:43:38.667405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.