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Paper Citation Record · LEDGER

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks

As of 14 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2607.07045.

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

pith.paper-citation-record.v1
2607.07045 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-09T21:09:45.520134Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

31 of 31 outbound references displayed

  • verified exact4
  • verified fuzzy27
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 33bab456-6d1b-4db8-819a-0249335e91b0 · outbound

This paper cites Ieee 802.11be wi-fi 7: New challenges and opportunities,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Ieee 802.11be wi-fi 7: New challenges and opportunities,

Reference 1

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verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.590831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:896093764d32901bbb6268f571b327162dbd5feea325394d15734aa455f7cb15

Observation c8993981-99df-407e-b40f-ab3d44a5382c · outbound

This paper cites Survey, design and evaluation of tgt-hc: A time-aware shaper mac for wireless tsn,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Survey, design and evaluation of tgt-hc: A time-aware shaper mac for wireless tsn,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.592884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:d7b44e0a079ead7554d57e721f67540ab1190668db7c0edd2ff6ce1903db79bf

Observation 99696f21-f11d-42ee-94f1-e926740bd1b0 · outbound

This paper cites Modeling and Analysis of Coexistence Between MLO NSTR-based Wi-Fi 7 and Legacy Wi-Fi.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Modeling and Analysis of Coexistence Between MLO NSTR-based Wi-Fi 7 and Legacy Wi-Fi

Reference 3

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verified exact
local_arxiv, observed 2026-07-09T21:16:34.268101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:44911fbb33a2641786d2261aa445d05b8ecee1c56aa6a397c2b51299bda060cf

Observation 0dfae61e-39e8-45f1-b08d-adfeafced430 · outbound

This paper cites Hybrid access mac protocol in wi-fi: Analysis and optimal resource allocation policy design,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Hybrid access mac protocol in wi-fi: Analysis and optimal resource allocation policy design,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.582065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:51aaf621771139a9e9ba7423a29583144e241b15cab28ad1bd465ddd7c736efc

Observation 1d425491-050d-43d2-be4f-70f9b76a0d2c · outbound

This paper cites Contention window optimization in ieee 802.11ax networks with deep reinforcement learning,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Contention window optimization in ieee 802.11ax networks with deep reinforcement learning,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.584392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:37680572b59d34d69e097c3d0481fb0afed34a3ef141c84c43c42c3f319b06b3

Observation 16cfc96b-0b83-4493-a323-6c0b4ef01611 · outbound

This paper cites ReinWiFi: Application-Layer QoS Optimization of WiFi Networks with Reinforcement Learning.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks ReinWiFi: Application-Layer QoS Optimization of WiFi Networks with Reinforcement Learning

Reference 6

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verified exact
local_arxiv, observed 2026-07-09T21:16:34.262685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:d4864c0f98fd51819cedb6b606839bf6a8bbcc0f8ecbdba7d71e1b12e15016ff

Observation 2b60d0f1-090f-4cde-adcf-621e6d8983c6 · outbound

This paper cites Deep reinforcement learning based multi- link frame aggregation length optimization in next generation wi-fi networks,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Deep reinforcement learning based multi- link frame aggregation length optimization in next generation wi-fi networks,

Reference 7

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raw_fallback, observed 2026-07-09T21:16:34.579908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:76590167055872aa6c5406d5cab8179e3b2001c97fd233fc8473ffe540a942ef

Observation d2055b1d-1111-4d42-8551-61b425923206 · outbound

This paper cites What will wi-fi 8 be? a primer on ieee 802.11bn ultra high reliability,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks What will wi-fi 8 be? a primer on ieee 802.11bn ultra high reliability,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.586686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:8153fb2a535c30db8d5beabee9e38bd121ceca749bab01a7eab85ed395895c41

Observation 05c38380-4a8e-4fc1-93b3-d21067c39dd9 · outbound

This paper cites Multi-device experience with peer-to-peer connectivity in ieee 802.11bn (wi-fi 8),.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Multi-device experience with peer-to-peer connectivity in ieee 802.11bn (wi-fi 8),

Reference 9

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raw_fallback, observed 2026-07-09T21:16:34.588796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:25b99d08f1a065127440351d40bb5252210585210681adcb9d37dabe9c459544

Observation 85d616ef-994c-4314-bba5-6fb2a32f3aa6 · outbound

This paper cites Optimized Non-Primary Channel Access Design in IEEE 802.11bn.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Optimized Non-Primary Channel Access Design in IEEE 802.11bn

Reference 10

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local_arxiv, observed 2026-07-09T21:16:34.270458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:54aab1ad891deabdf4d9f6ff0c14c9e42666b6b7ac14db3c83e922254ed8b159

Observation d750cbe6-d33b-4531-aeb4-ef965d4de107 · outbound

This paper cites Multi-link operation in ieee 802.11be wlans,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Multi-link operation in ieee 802.11be wlans,

Reference 11

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raw_fallback, observed 2026-07-09T21:16:34.594722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:e2bcbb2fabe48aedd07a67f3fa35be2d02b996fc235809467e41f5fa869210a5

Observation 04a21da0-3a63-44b2-bab1-2cd7e8eff394 · outbound

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

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks An experimental study of latency for ieee 802.11be multi-link operation,

Reference 12

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raw_fallback, observed 2026-07-09T21:16:34.569177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:3ab1bfd55010b8b005b03248220ab3cd2c05fc16b72e0d46cd44c41785e816b5

Observation 9ece365a-1faa-410a-8258-1fdb3ace3f4a · outbound

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

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Delay analysis of ieee 802.11be multi-link operation under finite load,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.577089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:a4263053b3cc685b026c129f10684648d8993cb158a093286823437b19486ccc

Observation be0e9870-d9f4-4a28-92e7-e0803ab60a4e · outbound

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

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Ieee 802.11be network throughput optimization with multi-link operation and ap controller,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.575163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:5f5df3bd6bb8645c1c712933db9696ecdcc3f3ff6030db1447d40272c96cc841

Observation 9a2d1508-8ba3-49b1-bde7-6ce4b1124567 · outbound

This paper cites Understanding the new enhanced multi- link single radio feature of ieee 802.11be wlans,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Understanding the new enhanced multi- link single radio feature of ieee 802.11be wlans,

Reference 15

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raw_fallback, observed 2026-07-09T21:16:34.564323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:d8c72096e97f192d29dd4f8ec8d54646da1365a8cd1306406ef79c921edbb4c5

Observation 1b20a282-3e31-4f01-94dd-747397e3c9b2 · outbound

This paper cites Service-differentiated joint distributed communication and computing resource allocation for wi-fi networks based on federated learning and madrl,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Service-differentiated joint distributed communication and computing resource allocation for wi-fi networks based on federated learning and madrl,

Reference 16

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raw_fallback, observed 2026-07-09T21:16:34.560390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:e39e7ffaed5f8bbcf4490ed28983a19a4d6d13610469b3a5e807f77e64bb3bfa

Observation 95281b03-f205-4afd-91e2-62f5313ddfb9 · outbound

This paper cites Numerical pruning for efficient autoregressive models,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Numerical pruning for efficient autoregressive models,

Reference 17

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raw_fallback, observed 2026-07-09T21:16:34.562249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:67b82cf990993e65d7f94f195a1ecb538c20df8565a6f3239d85f5174560f6b3

Observation 1cdeb1bc-4cec-4fd8-b25b-7ae8e4dd5da2 · outbound

This paper cites Infinity: Scaling bitwise autoregressive modeling for high-resolution image synthesis,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Infinity: Scaling bitwise autoregressive modeling for high-resolution image synthesis,

Reference 18

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raw_fallback, observed 2026-07-09T21:16:34.565530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:d9f8071f022fb93ef58255c3f8c354091750ac49b533304985cd2d91a398eaaf

Observation 3bb1ee92-6dee-418c-b6d6-96b6ee08b56e · outbound

This paper cites The surprising effectiveness of ppo in cooperative multi-agent games,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks The surprising effectiveness of ppo in cooperative multi-agent games,

Reference 19

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verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.579000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:be1cd2919d6c7e798e980dd1c961c55a8600f61adba4da285c8375ed2fcbf35d

Observation 2a6dbd8f-741f-4331-9f95-679cff73ceee · outbound

This paper cites Patient- level anatomy meets scanning-level physics: Personalized federated low- dose ct denoising empowered by large language model,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Patient- level anatomy meets scanning-level physics: Personalized federated low- dose ct denoising empowered by large language model,

Reference 20

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verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.580757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:695ee9481e766a271fc2a48a5f1c26b7e5f919293b9b97cdf3ba3ba3c0ca452d

Observation 98557159-168b-4f5a-b6b3-d6d5d10aacf7 · outbound

This paper cites Hypernetwork- based physics-driven personalized federated learning for ct imaging,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Hypernetwork- based physics-driven personalized federated learning for ct imaging,

Reference 21

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raw_fallback, observed 2026-07-09T21:16:34.554264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:c5b3f97637bcfb490426e6b1371a855b065f98d0dcafcdbb2d7a0caba4a39691

Observation 992d3fde-ba8e-4b52-a44a-f6459bae1a7d · outbound

This paper cites Low-latency federated learning over wireless channels with differential privacy,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Low-latency federated learning over wireless channels with differential privacy,

Reference 22

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raw_fallback, observed 2026-07-09T21:16:34.552463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:d94531f4c8a19cfb5aff18c2508715c3003356f2b0b9781b615af2efe9cc4c0c

Observation afef6299-8905-442f-9b86-7f5c41765c77 · outbound

This paper cites Delay analysis of multi-link devices coexisting with single-link devices in wi-fi 7,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Delay analysis of multi-link devices coexisting with single-link devices in wi-fi 7,

Reference 23

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raw_fallback, observed 2026-07-09T21:16:34.558423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:3444d9a19fde0aeabf94e0cb3330bfd8cae2265c8effd812dc4ab41c4eda3306

Observation d741fd0e-b7c0-4cb8-b646-465cf020cce8 · outbound

This paper cites Latency optimal traffic- to-link allocation for mlo/slo coexistence in wi-fi 7,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Latency optimal traffic- to-link allocation for mlo/slo coexistence in wi-fi 7,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.544695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:11b41dfcfcb90fe86732b007dd387ed93b6ffb908a6010acdd9873ded2db9980

Observation 99486bec-b0b2-40fa-b3b5-fffc763c9490 · outbound

This paper cites Topology-aware dynamic offloading for mec-enabled mapc wi-fi networks: A multi-agent hierar- chical drl framework,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Topology-aware dynamic offloading for mec-enabled mapc wi-fi networks: A multi-agent hierar- chical drl framework,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.546550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:24def72a352eaf2982b353821accc2a5db5b0109fa6642904db83b2ed6517273

Observation 1979102b-29af-4409-a21d-b1cca04907ed · outbound

This paper cites Intelligent channel allocation for ieee 802.11be multi-link operation: When mab meets llm,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Intelligent channel allocation for ieee 802.11be multi-link operation: When mab meets llm,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.542901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:409494b5a132835fc43e1f509b35fc8bf7063269f26307452e04a040d8f64842

Observation 46f34a5b-222d-45b5-aaa6-fd5f5b5d7c68 · outbound

This paper cites Otop: Optimized transmission power controlled obss pd-based spatial reuse for high throughput in ieee 802.11be wlans,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Otop: Optimized transmission power controlled obss pd-based spatial reuse for high throughput in ieee 802.11be wlans,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.573000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:d821fcbbfa4ec2b453c29127d1305914527d499d69e5f5ae9de75dede7d4e5d0

Observation f35619d8-7122-47ef-a056-37d002f6c1c0 · outbound

This paper cites Real-time performance of industrial iot com- munication technologies: A review,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Real-time performance of industrial iot com- munication technologies: A review,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.550637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:7730b2e2376a9b5203687233a32908fe7ef7bf835e68b0922e1d8e9fbdadee16

Observation 3662ee6d-1c31-46a9-afc1-321a1f8be11b · outbound

This paper cites Rl meets multi-link operation in ieee 802.11be: Multi- headed recurrent soft-actor critic-based traffic allocation,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Rl meets multi-link operation in ieee 802.11be: Multi- headed recurrent soft-actor critic-based traffic allocation,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.577536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:75a4cdfbaab5dff9eb26232589212093abed3c60e72a5880edcca768f1b85431

Observation 24df26ed-ee9f-4422-8002-e5521ebcdfe3 · outbound

This paper cites Machine learning and wi-fi: Unveiling the path toward ai/ml-native ieee 802.11 networks,.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Machine learning and wi-fi: Unveiling the path toward ai/ml-native ieee 802.11 networks,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T21:16:34.540843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:ada323d094f0c93c2a635ce53a26f415f81372ef23324e3a370bd7b3af7f1e13

Observation cc761596-743f-40ae-a2a8-8b12496ae2dd · outbound

This paper cites Towards an AI/ML-defined Radio for Wi-Fi: Overview, Challenges, and Roadmap.

EvoOMG: An Evolution-Oriented Multi-Agent Guidance Framework for Heterogeneous Legacy-and-MLO Wi-Fi Networks Towards an AI/ML-defined Radio for Wi-Fi: Overview, Challenges, and Roadmap

Reference 31

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local_arxiv, observed 2026-07-09T21:16:34.265447Z

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Pith citing papers

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