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Paper Citation Record · LEDGER

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing

As of 6 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2606.22502.

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

pith.paper-citation-record.v1
2606.22502 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T09:54:19.822312Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

54 of 54 outbound references displayed

  • verified exact3
  • verified fuzzy0
  • unresolved49
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 90c345d4-2309-478a-9e53-4a2863973af8 · outbound

This paper cites Release glove-wiki-gigaword-300·piskvorky/gensim-data.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Release glove-wiki-gigaword-300·piskvorky/gensim-data

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:d2b60b79f677bc0dca1d0f02034752097bb52fc9dce16173806a24453ceb8db7

Observation 43654323-f2f7-47a7-814f-3a126084aa07 · outbound

This paper cites Top Websites in the World - Most Visited & Popular Rankings - Semrush — semrush.com.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Top Websites in the World - Most Visited & Popular Rankings - Semrush — semrush.com

Reference 2

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no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:b1bf924cee3672ede56321b91d28502d4f3a4b4ee646b2a6b0823a492c7a1522

Observation ae4bf6a4-f9fc-44d8-aa60-0fcb1c015058 · outbound

This paper cites W3Schools.com — w3schools.com.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing W3Schools.com — w3schools.com

Reference 3

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no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:e93d7e286d13f6abf4e6d983a9e8d83f0f972d4c4818212b80840c6438a119c0

Observation dc8acf0a-6156-4241-b90c-6eb446a412f7 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 4

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no resolver link, observed 2026-06-26T09:54:19.822312Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:2e1d0784da8071b22249b464bd78f1b44f772c84da4a56948b257e6babed51ec

Observation 4eb0d8a5-4e64-42aa-8682-8fc4446b413f · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 5

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:4deed98aa7f978eef64530a4586ab627ec219f8af16fc0bcf48eb07066513ad5

Observation 71a245eb-243d-438b-acf4-be36d9876dab · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 6

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:96c7d20837ff71ae5b0110b780a2014121873abc52dd4c9992dbd949c2969258

Observation efc1f8f5-8bcb-43b7-a3b6-9fdb5d10bb2e · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:9cda8256e637244682d9ceb6a7365dc7cced323267eb0d91333cbe49d43e541d

Observation dc842f8a-d104-44ad-ba3a-c5acb88a367f · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 8

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no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:542f1519c3fb21c47e72ba12493731ba32808fd5bdb864d91cc96d151b77343f

Observation ab83f2a5-fde7-4e29-a591-abc50ecbe547 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 9

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:0577467bec1394a9373db39bb516799ced7aa648a967efd5b5a370a803ae8684

Observation 5d243fd6-d1a3-4515-908a-d1209781a720 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 10

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:27867bcb4ae42edd8fb7d9d40015f79b85079ec39dc7a668e7b2c479f7c0623c

Observation 285fc556-c222-47c4-b52d-c473fbfc62e1 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 11

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:d47bb1c557c3bc037b972ff093ab3e03eb08fb35ab1d6ca7bdd344e307cfa230

Observation 1ef2d9ad-7dea-4d3d-ba97-0b139cd3cb6b · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 12

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:37a78843611ff093fad20cabf836177a57c5578428eeb683b6ac9680fa731219

Observation 134d7565-a7e8-4249-bb04-21d9fdf9d11c · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 13

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malformed identifier
arxiv_id, observed 2026-07-04T09:29:44.154607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:6d2f8b85649aa5294430ee17ccf571ec9cf8bdaa1d913d5a75c0c4fcf5ef96b5

Observation 3e190793-5b63-47b1-97ad-d224ee6cae95 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 14

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:f10e3414fa9725de9eeabfd7582fa46af502a23fe589d9b8900af2fc7961853f

Observation 221a3abb-402e-4f53-9ffc-58753cca7920 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 15

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:b8a2160162c1fc84fb0f2dcedf1d64ed3e6c66a00fed39efd64d999d2d02c42e

Observation 02ccd91a-9216-4fb0-bdf6-b59c988281f8 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:301a44b8aa6b0bb4dc78ae22768f199ec18529f16fdc88f98f6841a5f309569c

Observation a9055909-050f-4c2d-833b-b8f0ae6fc6c2 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 17

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:355f6ccca04bd711753e613a38f766b2296b153f55c62440a7b18d8e651d0969

Observation 6ca397fb-51c0-421a-bd42-d281ba317d63 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:33950c275b1e9d2eae8c71135db8e56e7893e467ea2cdc99db2a9465d65735c0

Observation e28def5a-c599-4cf3-9b83-a4089bf94958 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 19

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:0bf0503dc5f36907d69b95b948397d7f1d18c8f4bc75d06242050e5aedd4014f

Observation c765e8ab-c956-41ca-8a09-3da6f53821be · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 20

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:63199314edfb657aff100ce0d0b089b114c3d1813eb6ec47b2e0f6038e882be3

Observation 00e20ff1-1daa-4c14-bedf-2ebb2c6449ef · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:f31b7827267f489a7233d17310d41bce77513b52c5f1d86dbebf2f114bfe3568

Observation a6aa37d9-a984-4009-8674-9d905788bc02 · outbound

This paper cites Weinberger.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Weinberger

Reference 22

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:b691f030050e67173879e6de5cd41d2054c4ac23e5c1a56f183441688ca3a91a

Observation c508b567-02d3-4ec9-84ef-f52ff7756755 · outbound

This paper cites Densely Connected Convolutional Networks.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Densely Connected Convolutional Networks

Reference 23

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metadata mismatch
local_arxiv, observed 2026-07-04T09:29:44.143860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:69f84d7eae9eefc672359a134776f95bfd446e3370a0cdef9d8ccf2c70032f26

Observation c3047501-cfaa-45f7-acaa-4df4d4205df0 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 24

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:6a3d399a206775a32da11bf5fdcc684a4a415faae450f9ffd776e4135d4ebc42

Observation afe27c6f-2f67-4410-b027-afa65e0c6b4d · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 25

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:657773b3d87a2726844a2d6fe72319ff41d86c0734a463fb11c19d9cb2c3b603

Observation 24de9362-f569-4021-a0aa-7edc53949c75 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:ec27130607c748de1d03a851764617d6f90ca1d0a9879332e1b2159489ae892f

Observation 5a8260a3-9304-440e-bb47-65a7591eadae · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 27

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:a65a2b08e17aa5a23ad9f0ad479f8a6383d6d8c52e06ebb587b7baa9631b01f0

Observation 9e1f44c4-3c50-4921-a719-2e4fdce663bd · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:1c3799a2cb4c36729d6e10e98848161c9ea8a6c059c3e1a3135475213377092e

Observation 26eae27b-d978-4be0-b4a1-dcb8020e0de1 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 29

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:67c9d392e8d98f36ffe3694bfb144c9311588701633d41df9cd74ce5faaef626

Observation aa006dce-2171-4cfa-945f-340828d5425c · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 30

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:dc5786f3546b017714e761a527ef4989cb7f39f5797e0f73da5c76784c5a17f6

Observation c4b7dff3-5c53-4cf1-83a7-dd6dd450103c · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 31

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:f9940a1b0d3dc0b044aed9225fb67285a7675abbb93780f0acaed1fe90b831b4

Observation a0441475-4d71-4f7d-b91b-f7a2a0ab7e8f · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 32

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no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:312d632e83ba03f5efb9ae3c46cb7a250af1d8d37933491573d88f1f7e8b490a

Observation 312b5656-e8cf-4926-8803-ac24f38d7f05 · outbound

This paper cites 2020.Grokking deep reinforcement learning.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing 2020.Grokking deep reinforcement learning

Reference 33

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:db695e1a6894bd250d7cbb0e18130044190527bf85e6a2739e4b8c048a7d3207

Observation a884f808-fc1e-4df4-8cc2-a56d1b3b8583 · outbound

This paper cites 2016.A concise introduction to decentralized POMDPs.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing 2016.A concise introduction to decentralized POMDPs

Reference 34

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:29f7366f727dfa57607ad2443816e68bec787898b8ffaf13df2c458bbfce5def

Observation c2c1b125-94e9-439b-86eb-55e114abbef8 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 35

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:222492ccd4b3298027117fb77466ffed64a33bd706b9bd697e3b5e90664600e3

Observation e127b307-6677-44ca-9ce5-574779c2d457 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 36

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:048e04f3f6b9659aed42a642795f2f3aea748b20e31ab5863a54d211bf0745ce

Observation b664d412-0743-4a8a-b824-22d704d34700 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 37

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:f493972229f686c196e53e50ec943f4da08f7312baed68b4c43ee5e3ca26bbe8

Observation 29c84e16-7886-4102-b5b3-6d698d0371e6 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 38

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:6652863540201bc2c1d41520e4baf10fb27d54bef545963ba79d45f92debeb7f

Observation 733df224-2ab2-4b38-88c3-d0d2625093a6 · outbound

This paper cites Prioritized Experience Replay.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Prioritized Experience Replay

Reference 39

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verified exact
local_arxiv, observed 2026-07-04T09:29:44.146711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:71e91a73fe3d6a34544f0049f04170af5edbe404d92ac01947502e36c77a0b42

Observation fbf927cb-5553-4a8f-85ac-aa22a4045a49 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 40

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:6ded274144a0062de66240177e20cb51fcc635c37c41c62b181bb09c18cfb32a

Observation 11528c2e-e248-4963-b239-1be6e36c0991 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 41

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no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:5ea893b9cb68f7b7732656a1e3b50e3f53c8671b2d13280026f4db52e6625c4e

Observation 479c2723-aafa-4cb3-8d4d-3239a5a01fee · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 42

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:056007f6cc83ad80f1f7d91fc30236abdae890dfbd0fd3d0809986febd88fa6a

Observation 8fc3b084-9943-4ab5-a6ef-862454ba4e2c · outbound

This paper cites StarCraft II: A New Challenge for Reinforcement Learning.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing StarCraft II: A New Challenge for Reinforcement Learning

Reference 43

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verified exact
local_arxiv, observed 2026-07-04T09:29:44.151813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:e4f52894a1beed98f7fa11e5763204f22500e63eb52bd176c9d0b2b6ad4bf184

Observation 0644bdf2-3926-4416-bf5f-b3cac26ba47d · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 44

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:e34ce2c046dff062d3703470b6508b8a3aecbba9969cd7bcf8e5b7d87e28c463

Observation ebcf9469-3ac3-4c6e-aa06-9e02af13698a · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 45

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:e93037a900694ee6fdaabf25ac7e0126293bd377be9ee0087564d17207f975b0

Observation 50df0a72-b1bc-46c6-8966-e6f80626b861 · outbound

This paper cites Game-Theoretic Multiagent Reinforcement Learning.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Game-Theoretic Multiagent Reinforcement Learning

Reference 46

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verified exact
arxiv_id, observed 2026-07-04T09:29:44.154908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:91eb1ac2702087d1fa1907f18623392071f6e182de038f50d0fb6b7e54dc32ec

Observation d35f5342-102b-4d37-9210-1a969d98232a · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 47

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:4a842663c1cccce917aeb40493461eec694ae50d82a96ffb26ba5cd75a50d43f

Observation 118e02fd-37a6-4dfd-8523-90b71d3839f1 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 48

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:2999d47a8454fd179db1b1fd340c575da3da5c4f6845766485ee738e18a9efe0

Observation 012b162b-f1cb-4e7a-bcd0-81229abb69ca · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 49

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:57220501b547d0892ad850b150fb8c3d5634e73f630c92cb9ab22c7b4d108be7

Observation 7e6c7489-eb15-4bce-bb43-ccd46786601d · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 50

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:cd4e2861140ca28cf4e0aaabbab8ba69140be6ca104cee374a2aedf0210d267f

Observation f7fdcc79-ab32-4a97-849d-c83d43252e01 · outbound

This paper cites InProceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing InProceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis

Reference 51

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

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source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:07445d2774f53dba72cef21028b0fb49deb9cd419bdde3c90d68b600fc3933ff

Observation 8fdf3126-f3d9-443b-9fe6-e46e89354e88 · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 52

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:3d3f3b927a414cd79efb7f5e4b903f59755ead5f20019d5979d9c84958c7189f

Observation 4e819987-b7a6-4aa5-8b39-feeb765ece9a · outbound

This paper cites an unresolved cited work.

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing Unresolved cited work

Reference 53

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unresolved
no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:a0ea491e73bb0169be305f8ca11b3c5b33bfc249256c47cef79a9d8ef9b9ba9a

Observation a0b6de96-e6e4-4233-b58e-d4ac8e621077 · outbound

This paper cites In 2021 IEEE/ACM 43rd International Conference on Software Engineering (ICSE).

WebCQ: Cooperative Multi-Agent Deep Reinforcement Learning for Scalable Web GUI Testing In 2021 IEEE/ACM 43rd International Conference on Software Engineering (ICSE)

Reference 54

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no resolver link, observed 2026-06-26T09:54:19.822312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-26T09:54:19.822312Z digest=sha256:56e6dcf8cac3c8f821cb285ca27c10eb8f71989e27c89e1648e592316c8daacc

Pith citing papers

No inbound Pith citation observations are available.