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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 20 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:5ef7135f7d9f46edaf37c6fcb6789e54633de6e8629a16d5e33ad95901b19a4c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:880342a676e56811ee54c89fa3fb16178c8901e2a184828749015712f6733f22

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:06eb2699dd20ceed4c493bb2233f226c8cf44c6401b80d7a628caa31216cd48b

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

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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:573bb7332914feb66aa17fb98e4ed3eefb338e5812807bc9a0d2990fcad3a2cd

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

Resolution
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:d57deb252f4a83f83be10f669942d3cb2a242de8b8374d9d92bd9f62b8a0d091

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:4b54a62e74b1b6e65bdb4e72e0b9240cef9eb50f5810c40c754dc4d6723e32b1

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

Resolution
verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:054ed07bcab000632243a3397649b1ce92e647c6d6011db27778e6c6b338705b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:a27c8db3f085ddc6be187c39e0d56ba6cc557c4bb3fcc3cedbf0faa94703b907

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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verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:5a73e62e8ab267e8e9f1fc2cae0694f97f50112524c0481ef4ac9baaba836575

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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verified exact
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:54d323ccc102234ae2c6e3bf32a6a034ec0ab5add553232541e009106df60135

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:9159a1caa8f178dbb88d09cd0ac6c38a1b78475c3597153d7096d14aa83e1524

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

Resolution
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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:9d0991b8626ebed279891349843cc5dd3369f997554308babcb40dc1eaf7e6d2

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:3c7479e0e167a4ca7f66fa2a6c0bd8ab16467301cf2c7003695ccb2b89f72b76

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:72c29a0de83162bea50af90b94b01709b076592184a84cc8b64f4e682307f1eb

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

Resolution
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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:75a795c7c90b3ce5768a9f0952bdbe341998aa18f491453de799f88a7ce13a63

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

Resolution
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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:a8e46621480ff68cb19d27404f9f72c60eb99fbba824292bb4e89d213d0fe2dc

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:76cadfbbaf20d4eea22c4964fe1e10c00caee7e63187d7ae560c3ae330195b27

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:ba0b62a6dbb4aaded87c3b7fba4e1f465625d014d874f82dd022f41696d81d01

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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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:66e24de373a5612f68409f56142b62c6d36f85714e75e59d32fe9915fe3129af

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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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:5e31a3c8902107d44ed4d0c1b4e0a3ccc32276abc730fd2236b221c1a7032166

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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verified fuzzy
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:794e9df59f514440d7ddd6df8f1cb45f96cb692384a5fec45fdb1603f9ad1e8d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:f849b707a44f534b5dafe3c06234eb22a088a32bc6b963dbb9379d07ccc89752

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:d47f68f1746d397e51295b7ef9856885c6e567dd56c9f3c64ddcc06c860b230e

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

Resolution
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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:850c293972961f6a45f2ba1e3119f56ee5c4e1888a41b8fd88af793864c86455

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:bd46dfe5eb6a02a16e8029416c11b6bde1123ee526741f5c63c7a66007c66b4c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:f614d350bec57182e3068606d1877af502abe54ce45751270fed1b4aaf01c1b3

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:1e987996b6445434eb80d0cb50e3bba3ce6faa0f099219bad79d2c8710e514c2

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:2549b313902be0808fbdee39972fdb140bd55101e13233f0bc23e071fb3ce1fd

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:0f78b181f6224b5333036679d3441639194754b34273735e561cfdc8902982b9

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:c8f9e8f912b5f50b3572bbd16ec84b97a11b993285e7c10337bb8f67df0f9cd9

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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source=pdf_text observed=2026-07-09T21:09:45.520134Z digest=sha256:4bfc89e9b02f6a8a10d3943717721ce12edf5140f1835ca6a2f5cdc1b4c4126a

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