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Paper Citation Record · LEDGER

Deep Reinforcement Learning for Automated Web GUI Testing

As of 17 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 3 inbound Pith citation observations for arXiv:2504.19237.

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

pith.paper-citation-record.v1
2504.19237 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T06:00:44.196637Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:07:54.945249Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-01T16:55:51.266893Z

Reference resolution

68 of 68 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved65
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eee53233-d2ef-49d1-9e1a-cc401bd4e63a · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.204923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.910891Z digest=sha256:d1b9cc57ca5260bac72eef6221fe81d1a65792f75657f4369694ea5e64ea0268

Observation f59d68b3-20dc-4b60-a6d7-c9683ac9e8c4 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.192344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.916299Z digest=sha256:6e0282a5494a5e6cc67c3f5c11f153ea52dbdeca6bbe6459e0488fbd6e6a27c7

Observation 2c615c77-7b28-42c2-8a76-21e239319603 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.178499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.921214Z digest=sha256:0ae715563ff097d31937ca82f49916c51126d7196b54125815651a4fa9d73699

Observation 78411dbe-9697-48c9-8d86-d7ba1001d2bf · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.164702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.926232Z digest=sha256:eaa41dc82e080bfa6af2e063f9f803c822432979159c1ecdb6a24a6fbeb447e4

Observation e87c5a0b-0c2c-4a5c-9a76-0eeffc46e4ee · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.151099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.931099Z digest=sha256:84210d775f5dfd3ed5ae84a70a0323fe288788c0149cf4ac5b1891230cb8ddd8

Observation 86bd0a76-fe4a-43d7-a6ff-542c2a00f8e1 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.137399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.935624Z digest=sha256:2f1aa0ade7ad59935db46af66cc1fd52c0c93eef6155c77a78ce609b5bbd490e

Observation b447100a-4649-47e0-b3d6-9b7709243101 · outbound

This paper cites Never Give Up: Learning Directed Exploration Strategies.

Deep Reinforcement Learning for Automated Web GUI Testing Never Give Up: Learning Directed Exploration Strategies

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:43.940987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:43.940987Z digest=sha256:cb3ae13309d262f9450bb25f648bc58cdde2e64afe64fcf3a2ee62c3f5f8cc13

Observation 216ac208-43da-4b1a-b423-de551d2705e9 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.123762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.945821Z digest=sha256:f9c9e00c60de67baac9438464b7023b5db4d7b97d083a05a8c7e4aa469be093c

Observation dc66d9dc-7245-486d-a501-e0a484e37cc2 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.109683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.950076Z digest=sha256:474cf0958fd1e8a1e9736054c1106dcc9f5d656bea4f490ee393a072d3932801

Observation 5b6bbb95-731a-4d22-807b-0009c369e146 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.095286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.953694Z digest=sha256:d805bc91cbb61bd73f030c43fd84ce4af5078a1e624e4d9c7dfa31b807ddbd61

Observation 97519c3f-b2be-4517-8554-13c8e847721c · outbound

This paper cites OpenAI Gym.

Deep Reinforcement Learning for Automated Web GUI Testing OpenAI Gym

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:43.957458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:43.957458Z digest=sha256:d846a2c59b81228d8dc03b874211faa6e8e2f46ea1cbe38e998c31fae7978511

Observation 1982eefc-8f19-4531-976a-7e4dcbcea88d · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.081896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.961898Z digest=sha256:2f775b65a09fe467cde38faa63eb7e69e0523f0278ed3387092c76b5a59fcd62

Observation fa5b4043-6649-44fc-9871-68664d08af4e · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.067729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.965690Z digest=sha256:d5a7d7d19902d3e93b896689940b25e6931734d8a49e81479637a4ef20596148

Observation 25abf303-8e36-491d-888c-0c67e0ecd9df · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.053660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.969545Z digest=sha256:a08fcf8e4048fa47f5717bb2ec636705fae85eeddb6a4288e08f58c9cf28ac75

Observation 7786758e-e07a-4b1a-a226-b58f411df91f · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.038869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.973366Z digest=sha256:189380bdeea2041d4b67ac268c3e1c11263db2c50ae95019dfba51670aa1f585

Observation 62ad2361-259f-48a2-a94b-17fea9ddd884 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.026048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.977202Z digest=sha256:7cf0a40d57392d933fd601f16c5678277dfce2e3e79897627727816f38fa612c

Observation 1f0cbe5f-e3b1-4405-9581-b9aef59f6f10 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:45.013334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.980754Z digest=sha256:6ee0c414289148fafbf254028ebd01c6ebc256114fb0ef6834ec58918d7434f9

Observation 1dee62d6-51ae-4438-b64d-3fed373058e6 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.999957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.984495Z digest=sha256:7da6c87f4dab25f4b5908d9907c774c11b1f5c4cdc304c292781d4e5b3af7d47

Observation 749c3ac8-abb8-4dfd-8cac-15ac03ce2337 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.985698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.988303Z digest=sha256:878dfe0da7f929d020eee1b875339fb3daf337c9c0f5af19d059247068ef4e16

Observation 3350e680-8fed-4c83-b8ae-29143056b9db · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:43.992111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:43.992111Z digest=sha256:b417ab553efeb6d44342bd63a1a9ed0175aeafb811dba3bd5c4acab201195f81

Observation 0153708d-67c8-4187-8c73-32844aca8e22 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.962969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.996167Z digest=sha256:7c4cf5bca5962eb099fb4df2ccd6bb66a4694f42ac706d5521f6e0f2a9d84150

Observation 856fdc09-231e-4199-a21b-4fdc8cf74ab6 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.948783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:43.999931Z digest=sha256:d197b56bdb49b9af6dda52f03999e72725bd67f6322b1bddff0d4c026a9e14d0

Observation 8c710322-1063-43ae-a83a-dc4b97067ca8 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.003800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.003800Z digest=sha256:de34b3088af57210fca1ce11ea79cc7580a0d94a80a764a50f1aca19cad2e817

Observation 6d625848-214c-4384-b46d-9059dd1be35a · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.925334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.007688Z digest=sha256:987b16736b79f206b4caf8d2e30c6225663262aaada2d40634c46294bcebc14c

Observation de271b2c-cb1f-4fd6-9365-c53e41a9054a · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.911669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.011785Z digest=sha256:5bc84aa2542d412fc4ec75641d0a1970a778927d73e0ab463b6bf3f238de464a

Observation 3fd68f7b-d11a-48f5-97e1-b5b116c586bd · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.897528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.015857Z digest=sha256:ecd96e1bf0442f6db9e363dc7dcf01aca68d6a28f8f7ce6dcc1bd319e9e7c200

Observation d142d06f-3d7b-4381-8b78-c9de5a276ae5 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.882492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.019939Z digest=sha256:490150af5c1fcf3c65e41dceac1307a51b0a1acee79cde8597099a140698968b

Observation 684af1f3-a1e5-42c5-bf6b-460c06189d2c · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.868462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.025524Z digest=sha256:ba37cd0f684d1cfa45519718904e5ac9199e3e50a96f5b86b52d7cd68aef65e0

Observation f82f7a04-e21a-4821-b6a9-e8be54401ebc · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.855059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.029916Z digest=sha256:51b33bbd9721c739f83fe45b10cf203dc9aaf2e16a33f6f45452ccab2901f8cd

Observation 518e741c-d608-4fd9-8407-60538521f474 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.842265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.034315Z digest=sha256:3be1f4e6c82c50bef4534d3aa247a1eb0a6a98955ac0ed40e04e0b9be2a8ab6d

Observation 47c47430-d869-47d1-b56c-c2b27627496f · outbound

This paper cites DOM-Q-NET: Grounded RL on Structured Language.

Deep Reinforcement Learning for Automated Web GUI Testing DOM-Q-NET: Grounded RL on Structured Language

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.038903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.038903Z digest=sha256:e2a5bfe90ce0bd3fd84a72dea036ff29dd350568dae6460e25bf700255d35482

Observation 174ff790-c6af-4634-9210-e36a5e25d52c · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.829205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.043740Z digest=sha256:5538789b9e44d7828363fdaf2b8d844911b623b542405a4e478e3e252cfbdb98

Observation 9751e4de-9c67-4b7e-acdd-311b864e9eb6 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.799838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.053037Z digest=sha256:9dcb10e649906b9875baefdcb4e839291edbf4270bf4f172cb57b48c0a4e99e1

Observation 927cf1df-5d5d-4b84-8d3a-9dde8e4a960f · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.784178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.057229Z digest=sha256:5b99bd393b6aa85aeeab9cef9396f3dbaf41028026892609f2b273270ca86697

Observation ff406b88-6f07-4f26-abc4-af5cd3f10c68 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.769548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.062050Z digest=sha256:ad4548322e4d4f336d15c0c19b046cf93e4b690d216360e117f89798c1579a06

Observation 446b5d1d-2cc5-4ba8-bde8-0d5a2c428c6f · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.756717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.066193Z digest=sha256:b219896572f4551405235c94ac2570d1adac82b0d80e1f548de0a215eb5ab695

Observation af40d2d5-d8f5-4ddf-830e-ed753e74db6c · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.742745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.070502Z digest=sha256:36bcfc9b84e49963727970d554d8cf22374eadf9cbbebcac18fd5f6586ee51d5

Observation 25d88d6d-d851-42f0-b7f7-9e33488f82a9 · outbound

This paper cites Continuous control with deep reinforcement learning.

Deep Reinforcement Learning for Automated Web GUI Testing Continuous control with deep reinforcement learning

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.074882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.074882Z digest=sha256:482e8d81cdd833c259b5acd03209199ea7e3f6db0725efe53a6200e6ace4373f

Observation d442b10c-6836-41c3-a672-2d74897a1087 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.079390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.079390Z digest=sha256:c5195a3708c1a1dd1f335b954309d46d40f620b364e05e4fa28d0d0c957f89cc

Observation 6df9425e-21f3-4404-99d2-29c8d90b5a6d · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 40

Resolution
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no resolver link, observed 2026-08-16T06:00:44.089001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.089001Z digest=sha256:c457f46aa6d77e4ae6a8eaa5467eb6fb699499c4cca1bff58b76ca82f73787e7

Observation 5e25f589-08f9-4a93-8694-d3a66a18641b · outbound

This paper cites Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration.

Deep Reinforcement Learning for Automated Web GUI Testing Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration

Reference 41

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no resolver link, observed 2026-08-16T06:00:44.083846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.083846Z digest=sha256:0365fe4d2d05943ae6f6d616730c0d5909af12f706bbfc643943c932e29046bf

Observation 8085af9a-630c-464c-b9b0-61f07339685f · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.699503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.098751Z digest=sha256:62f5bec3f1e4f0bd366c6fcaa3d86484ff4d9f01aa67391f258ec4bafaa84d3a

Observation 3de7d2d3-78cf-4c09-b944-3f2f78f14458 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.093513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.093513Z digest=sha256:edc1ecb674b078ad3aab28dd78ac01ef8b1192ae2f3775618345bf7431bb0dd0

Observation 2dd414c2-f6e0-4e53-a721-3fa2e37ae42a · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

Deep Reinforcement Learning for Automated Web GUI Testing Playing Atari with Deep Reinforcement Learning

Reference 44

Resolution
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no resolver link, observed 2026-08-16T06:00:44.108025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.108025Z digest=sha256:4f83b71042c153ed80441920cc33e44573d2e35d790ad329d98a981238ad89e1

Observation 7924bb0c-2e26-4cb6-a6e0-4611665d987c · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.684609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.103454Z digest=sha256:b0a31530a64c91b3f0bae494432673fe32a2702d531d665f7c4860b69eeb800a

Observation 36179ecb-fb14-4dde-b27c-df68dbbc754d · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.117025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.117025Z digest=sha256:09be79244d471719c66ee4c45735e26b4bf7ced7c4cfb991a8a3e809a363fd34

Observation fda05a6a-0c11-4109-b50f-98d0b1166e58 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.670679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.113064Z digest=sha256:da29e5f575f84e2163b7c8e9ded8514b0fea817485994d3ace6d6f78dc0739f1

Observation c6901f19-460a-4a56-a6ca-eb1357a72c26 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.635043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.124922Z digest=sha256:7b94824ec07ec7050a522c7b67cb504edcfcebee9b0433ffbe3755af8f63e8a5

Observation a08a847f-c03d-4de1-8b2c-442df99a33d2 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.648342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.121045Z digest=sha256:b37664bd87672c6b6da0d5e3fdd3e84247d1adadacfb39e0ad8b5671b8a8c69b

Observation 07a4ec13-03d7-4d16-803f-bbbf2fa68c81 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.132292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.132292Z digest=sha256:1a31066f574618d0de394d2d54ca62666a4afdd77e04106eff5e6085eb04572c

Observation de263699-c93b-4cd5-a0f0-1d29273ad43d · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.620946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.128530Z digest=sha256:894a59013b7cd283548bbfe44d3319a02dc1d1d2e66c3f0f595d31ac55f73e73

Observation b0bacb1a-a8cb-40f5-bf38-24f665603852 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.139640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.139640Z digest=sha256:8de17bf823de633bb18503812c78541d77ea8fa30fbd5969aea5f4f44ce10e02

Observation 1f38fbad-da5d-42e5-a94c-e84a6b90022e · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.135809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.135809Z digest=sha256:98c9cdae251d460c9887328e84477eaed1c219fe0333f629a9d836c85d321d56

Observation 2897079f-0db3-49ec-a36c-ceea70904042 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.147292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.147292Z digest=sha256:880bcbc2ef090202f31ea77071bd23342100f0dc4efc0afff357515fdb2b6adf

Observation 262861f2-c632-458a-a8ac-765ba936b471 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 55

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unresolved
no resolver link, observed 2026-08-16T06:00:44.143557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.143557Z digest=sha256:daddd54d1d03fcd217b23fab0ce0010941bc17f245398b56bccdb381e1a704d8

Observation c88a6161-7988-4f8d-8aaf-be227709c002 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.552984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.154607Z digest=sha256:ebb71020383372055a4fa8a1aee0afe3c93a5ab1fa4c2a3bb8faadf0dd397dd4

Observation f4d81816-90db-492e-90e9-8528ce1d44a1 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.567857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.151023Z digest=sha256:91000e01c21c226a0867dc197b84861f84a1f82ebdfd4d9c66db645f774e35bb

Observation 81ed335e-eea8-4499-ab88-a35a50ee2d05 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.526330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.162721Z digest=sha256:86f252504c97b3e9593185cdcd151b1d3746c39e7e2b8996437e54b09090ddfb

Observation d4bbc672-4d1c-488c-8d57-dd8165b92083 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.539802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.158633Z digest=sha256:e59a48025e5a52976d5558fbcc916dc5088ced4df120a7374d9295647b6023f4

Observation 20e3144d-10e7-4f39-9276-bb685561f495 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.500559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.170301Z digest=sha256:6fbdb3f81463af9b4e0b0beb5754074c70e3d996da09c15e2d2741d236794bf0

Observation 1d259ad5-5ed3-4ab5-89b3-d54fe4d9b4d8 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.166517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.166517Z digest=sha256:273276818837ae24d7692b6dad50bb966a6b54f4a8081a6330b348c4ed8a6598

Observation 65573cb1-8ef1-4639-bf64-0dbd181cc3a3 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.455127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.181758Z digest=sha256:0b7266d5fc266044fced1e5fa63c72f2b380b7ade6b62b612dfa789289e5961a

Observation 6b9f19f1-d33a-4214-a9e2-ebc07802e264 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.484268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.173983Z digest=sha256:a458324fa32aced52c924d7cc6c013f74fb983de6844ff6c561cb86f24739f70

Observation 7f732329-5939-4be8-ae29-e2b4d92375a6 · outbound

This paper cites an unresolved cited work.

Deep Reinforcement Learning for Automated Web GUI Testing Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-16T06:00:44.441159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.192018Z digest=sha256:a5633182a9a66a9cda940b6e6ce771b115b840024e0c6b8fd24ef84e8a436109

Observation e0fa3652-695c-4f0b-ba19-b9252ce343f6 · outbound

This paper cites Effective, Platform-Independent GUI Testing via Image Embedding and Reinforcement Learning.

Deep Reinforcement Learning for Automated Web GUI Testing Effective, Platform-Independent GUI Testing via Image Embedding and Reinforcement Learning

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-16T06:00:44.186910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T06:00:44.186910Z digest=sha256:88ede36251a5cc894d88f78d0c17d60ae84a979f8a2b664174d0da1d8629ac91

Observation 51e1eb84-38e6-41ee-844f-3e70ef55dbdb · outbound

This paper cites In International conference on learning representations.

Deep Reinforcement Learning for Automated Web GUI Testing In International conference on learning representations

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T06:00:44.815606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.048376Z digest=sha256:b96eefd4f459a761aee3741d9c11f21f0b3e5f2c38378aafafe21322b9d5e087

Observation bc067ffd-be5d-4af5-aa83-9469dd599ee6 · outbound

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

Deep Reinforcement Learning for Automated Web GUI Testing In 2021 IEEE/ACM 43rd International Conference on Software Engineering (ICSE)

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T06:00:44.427178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.196637Z digest=sha256:f6046b0f784d322bcc961ee19aa0b1ee0f1a64b8325a4f173194f13dc5a53039

Observation 12e9c951-4056-4e9f-bcf4-b791add34707 · outbound

This paper cites In2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE).

Deep Reinforcement Learning for Automated Web GUI Testing In2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE)

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T06:00:44.469340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T06:00:44.177832Z digest=sha256:d6db6107319ba1ab7ab85295979734b0e2300a76760657f942800abb83d09f0e

Pith citing papers

Observation 2e854db7-891f-410f-9fbe-4a9b706a7bd0 · inbound

Temac: Multi-Agent Collaboration for Automated Web GUI Testing cites this paper.

Temac: Multi-Agent Collaboration for Automated Web GUI Testing Deep Reinforcement Learning for Automated Web GUI Testing

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T12:07:54.945249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:07:54.945249Z digest=sha256:cda161e5923713afc2a4857dfadd15cec6110902469609ca83b521367eab03e9

Observation 8c85e4fe-6f71-4470-bad7-48f0cad54878 · inbound

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements cites this paper.

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements Deep Reinforcement Learning for Automated Web GUI Testing

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-16T06:02:24.832334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-16T06:02:14.073712Z digest=sha256:036e7dbd831a097644caa8c01830e804eb2346c597975af32629114b4132985c

Observation 212c3b74-873c-4e38-ad36-56fbdae65328 · inbound

LLM-Assisted Model-Based GUI Testing for Vue.js Web Applications cites this paper.

LLM-Assisted Model-Based GUI Testing for Vue.js Web Applications Deep Reinforcement Learning for Automated Web GUI Testing

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-01T16:55:51.268734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-29T04:23:47.000491Z digest=sha256:0a6f7a3792e267b4c231456d2d372588fd87cb28d6280908151cf63e86423722