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Paper Citation Record · LEDGER

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation

As of 7 August 2026, this Paper Citation Record lists 100 of 150 outbound references and 3 inbound Pith citation observations for arXiv:2506.18679.

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

pith.paper-citation-record.v1
2506.18679 v2

Coverage vector

measured 100 of 150 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:20:02.838550Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:54:43.667134Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T13:06:04.880358Z

Reference resolution

100 of 150 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved84
  • parse uncertain0
  • malformed identifier6
  • metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3a3210cb-ab75-4b8f-8df3-b5efc54cb292 · outbound

This paper cites SIGCOMM Comput.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation SIGCOMM Comput

Reference 1

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no resolver link, observed 2026-08-06T23:19:51.433957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:19:51.433957Z digest=sha256:f81e6ead4b9b2d83be9faa8afbb1da3c7f22bf79b8c543c64def03174110e8b8

Observation 7d9235fb-4713-4829-9efc-cfdeeddcb2a8 · outbound

This paper cites CHI ’08: CHI ’08 extended abstracts on Human factors in computing systems (Florence, Italy).

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation CHI ’08: CHI ’08 extended abstracts on Human factors in computing systems (Florence, Italy)

Reference 2

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no resolver link, observed 2026-08-06T23:19:51.549923Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T23:19:51.549923Z digest=sha256:a06b80e2fce7d2a7f71c3d24eda4e039e518fc3ea0970409638b4c11f5711463

Observation a1a5912e-ae88-4ba5-adec-d1cffe67f08b · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-06T23:19:51.704196Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:19:51.704196Z digest=sha256:5343081b18baf0621021bab86e07ec142430e061757c66a65a2527983f9aee7d

Observation fe225cac-4777-4a29-b8c8-08612410a0e7 · outbound

This paper cites Abril and Robert Plant.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Abril and Robert Plant

Reference 4

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T23:19:51.852473Z digest=sha256:2b28121aebc09b0217580ec11542ede7cf4930c92da5529655bc1b1947e620b2

Observation c8c595d5-fd4b-4b84-af32-a8cb36c94257 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:19:51.972481Z digest=sha256:5b5cb34d61499a624de6b269eead5c68005b53e0da0e546025f666fd358f40cd

Observation 88dbf64c-0eb0-4716-999b-fbca3b0ed163 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-06T23:19:52.092734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:19:52.092734Z digest=sha256:e5a930fa54837ec9685e941fb13982a616c63da0b740dd25bcdc2db74e922164

Observation 9cc55fa0-d366-4faa-88fa-e3a7e814cf2c · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 7

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no resolver link, observed 2026-08-06T23:19:52.242321Z

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source=pdf_text observed=2026-08-06T23:19:52.242321Z digest=sha256:db712d7e7c844938b53fa551da3dea89f8f855806d7dc6e246c4adb3d617601a

Observation 3de683a4-4172-427c-b4fa-06ddf7b509d7 · outbound

This paper cites Using the amsthm Package.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Using the amsthm Package

Reference 8

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source=pdf_text observed=2026-08-06T23:19:52.320750Z digest=sha256:90ada769c2598cb1935b5586e81d6fd26c39ffb4551d1e3822645e747bf16709

Observation c1515186-c7cb-496d-a501-6b2acd5e37a4 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-06T23:19:52.402655Z digest=sha256:b3cb5d26b709f2555604184d77913656b48d0dc1cc8202bdc4472409afdd64c4

Observation 90e2c8cb-3d46-40f4-ab0e-a0fee18afcd7 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-06T23:19:52.485466Z digest=sha256:8784c60d228ddc303fbd4ff420739f8d20ad8683093337b9aa2e02d969bffe8a

Observation 06dd7898-e36e-423a-a10a-b5cbc592cc86 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-06T23:19:52.584846Z digest=sha256:02aac3d73573fdda9c5aa134ec8693b7ea693833a5324e21dfe03ec8e3d9d32c

Observation 6a431467-f9d8-4420-8e03-c8dd0bb4317e · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-06T23:19:52.657843Z digest=sha256:cfb0f51f0a1e73803394f7192e6fc21e4ed57c33d3d36537fa613821ceffd4e8

Observation b0b78063-75df-4b4a-ad17-57eb31e39872 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 13

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source=pdf_text observed=2026-08-06T23:19:52.778751Z digest=sha256:3957147d9fd4ad6908b6fd8cb196f790e041a23871934625ec39b969214090f5

Observation ca8b8a78-4443-46c9-b7be-3b169f819291 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:19:52.895363Z digest=sha256:368ffc28003506c103888b01a80df16065754a7e4c1df4db804e201eea8f5c67

Observation ee3d697a-6720-441d-8614-7e72e1921f68 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 15

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source=pdf_text observed=2026-08-06T23:19:53.000744Z digest=sha256:6f14ed00b3c21a3dbd7500544f9e2cd5b369d18933bb9411795348450e8cb88d

Observation 2c3640a2-113b-4d4c-9460-4b44f5f4bf68 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 16

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source=pdf_text observed=2026-08-06T23:19:53.079215Z digest=sha256:3315c9c3fc082e7f30572dd06f27d1e437542a90ba84b7c27db2407e0ac4c04e

Observation a66d4268-319c-47f2-8754-bd7425968f1b · outbound

This paper cites Citation concept analysis (CCA) - A new form of citation analysis revealing the usefulness of concepts for other researchers illustrated by two exemplary case studies including classic books by Thomas S. Kuhn and Karl R. Popper.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Citation concept analysis (CCA) - A new form of citation analysis revealing the usefulness of concepts for other researchers illustrated by two exemplary case studies including classic books by Thomas S. Kuhn and Karl R. Popper

Reference 17

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local_arxiv, observed 2026-08-06T23:20:13.244767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:19:53.159915Z digest=sha256:9aa3cafb333aba1e6ec7d093a84c96ab4a07aef1b7ea71d8aa08581bc394a522

Observation be804048-a96f-45f4-afad-d03b08fdd931 · outbound

This paper cites Debray, and Larry L.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Debray, and Larry L

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:19:53.266804Z digest=sha256:5d44a87e1d21e769e7be84f6819ecd66e84eebc78d5029f24b6d6613996c61ca

Observation eb40ceac-d56c-48d2-acad-1c7e91d9e47d · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 19

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source=pdf_text observed=2026-08-06T23:19:53.385131Z digest=sha256:050a8716368558207b1bbab6c3dd4907540d61155987f6e5fb4816290fb52417

Observation 3b3f1468-40d5-449e-99e5-404d489a394c · outbound

This paper cites Buss, Arnold L.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Buss, Arnold L

Reference 21

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source=pdf_text observed=2026-08-06T23:19:53.619155Z digest=sha256:d23f48e714129d5b542f460b4d87b7f777b01a6d5ed3a164455c949919ca9278

Observation 0e184b39-2b27-4137-9e2b-5f3e375cf295 · outbound

This paper cites Sabuncu, John Guttag, and Adrian V.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Sabuncu, John Guttag, and Adrian V

Reference 22

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source=pdf_text observed=2026-08-06T23:19:53.743980Z digest=sha256:c50069d977bedf24da3b87c7197f9a7936143af8fa6555c22ce9a08235a1d01b

Observation 71e339fd-2dd2-4cff-9b3e-1a80ecd65b34 · outbound

This paper cites Caicedo and Svetlana Lazebnik.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Caicedo and Svetlana Lazebnik

Reference 23

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doi, observed 2026-08-06T23:20:09.139838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:19:53.822821Z digest=sha256:1a1ce58ef42fbb9a416792604c9fc15ab1ce04eefa27a1ef0972dae68554b5c7

Observation b145fc77-6e99-4415-9e7f-ea01b819c2ad · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-06T23:19:53.942674Z digest=sha256:67be16fdd538b95462c1fd128a68a85f1af6950a995f4fce42d5c3bc246bfe9e

Observation 259d3ba8-a88c-45f0-8aec-2ec81a2ae41a · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 26

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source=pdf_text observed=2026-08-06T23:19:54.166931Z digest=sha256:13943301a60e6dcaf25c289a62d89ef64ebd54855a6d3314ad4d512ec23682d9

Observation 2151cbf9-8200-49e4-b354-39ca4d294636 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 27

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raw_fallback, observed 2026-08-06T23:20:12.713092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:19:54.271203Z digest=sha256:e6705cd87f49c5b6373826d769ebde660e25c8edfe17b700b0a79e8be0f6455a

Observation 310547cc-bc11-4737-a05f-b88a0321bb03 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 28

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source=pdf_text observed=2026-08-06T23:19:54.381525Z digest=sha256:98f0908e658443202855afd99ebd448b2b6178ab175e099dc6a49083568fc7bb

Observation c878794f-6ac2-4ba8-abb4-bc25d79690bb · outbound

This paper cites Clarkson.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Clarkson

Reference 29

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source=pdf_text observed=2026-08-06T23:19:54.496976Z digest=sha256:29602d92de109ead3d1a8d0470fb1b57fdc4a9e5f0815229d4aa6cbedf7209dd

Observation 09884867-7305-4b4b-beb1-600d0245a414 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 30

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source=pdf_text observed=2026-08-06T23:19:54.622361Z digest=sha256:1fde6826b5260cd1f3a73933ce612e8c751e652852956944d8dfaee67277da20

Observation b95ffee3-253e-4121-ac38-15e64e6039f6 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 31

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source=pdf_text observed=2026-08-06T23:19:54.744992Z digest=sha256:4fae40ab060cc21e08746bbfe1f6e36ef5940f59e7fcfa47dd9d0871c5a9a3d5

Observation 85d54610-905b-4539-8059-a73fbb71e6e6 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 32

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source=pdf_text observed=2026-08-06T23:19:54.828413Z digest=sha256:736778429905ff2b3a94a8053ce8c7f61566ab6a8df373420870eff4ed50064c

Observation 32440f17-928f-4bd6-9a00-d8348aa7323b · outbound

This paper cites Mancini, and Alessandro Mei.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Mancini, and Alessandro Mei

Reference 34

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source=pdf_text observed=2026-08-06T23:19:55.044518Z digest=sha256:9804ad01c61f0d51b0d5e258deab6abd461473fe55dc8d6d7fd9919ba7bcf46a

Observation b0c4af38-abdb-4e2b-a018-b8b8bf236791 · outbound

This paper cites XBOW Sensor Motes Specifications.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation XBOW Sensor Motes Specifications

Reference 35

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source=pdf_text observed=2026-08-06T23:19:55.186144Z digest=sha256:b61170a1db8bd9135b4d27a00113491b868850d69a4adee29f8244ffb7e1b6eb

Observation 8826fc5c-a868-4065-9dda-1ac3dbdff091 · outbound

This paper cites Culler, D.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Culler, D

Reference 36

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source=pdf_text observed=2026-08-06T23:19:55.340187Z digest=sha256:0d86aaa395c7e0c3aa481806b458e3f471cbc92282712f2f31d98b82d0c205b5

Observation 781d45eb-e545-455a-a6ab-9b36435ef3b6 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-06T23:19:55.492029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:19:55.492029Z digest=sha256:065182a968fd8bcf9da1a76969c80cff9a00140a43874d748e81aa14adf08e32

Observation 8609872b-94fd-47b6-89e3-f3dc3a4d7947 · outbound

This paper cites Dijkstra.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Dijkstra

Reference 38

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metadata mismatch
raw_fallback, observed 2026-08-06T23:20:12.338302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:19:55.591586Z digest=sha256:ae28c9010396558737fec49d5c61663cf62d49cef2492d5110ae8a835dd42fd3

Observation cefc93fc-b5a7-471a-ace5-5d4b5c05f866 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 39

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raw_fallback, observed 2026-08-06T23:20:12.137947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:19:55.735658Z digest=sha256:53580e6214ba2438eb2612f71bb3ac874dc2c9e8d7e22772250030a1cbe9d499

Observation 1fc0d795-a268-4a64-b013-98900d9d3ac7 · outbound

This paper cites Douglass, David Harel, and Mark B.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Douglass, David Harel, and Mark B

Reference 40

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malformed identifier
no resolver link, observed 2026-08-06T23:19:55.874031Z

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Observation 73a764aa-f803-4b9f-8791-1d8d151d1e7e · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation e0e25688-22cf-4a77-8e6c-5925ad97d374 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation 01a0397d-8e0a-4eba-8239-111d5614fc0c · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation 03c6bfdb-3cca-48c0-9cf6-9559e0bfb598 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation 2c9d37e4-16f1-417b-906a-a447a58cffc4 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation cb8453b4-f294-4a2d-898d-a01ee32c68eb · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation 38f20151-9646-4c4c-a298-c57662380387 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 49

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Observation 6aee17d3-6990-4750-9f09-1e77c69bfd6a · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 50

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Observation 9e86ecf7-28e2-4be4-9c04-5d0756401b90 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 51

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Observation b71565fc-c6a6-43ed-b876-ee8380a2ec6e · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 52

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Observation f6487b1b-8266-4df8-a50c-ec799387c397 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 53

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Observation 7f313ab9-738f-4ffb-b766-e07937c3a136 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 54

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Observation 49ccfa81-15cc-4564-89f8-64e7214cc70e · outbound

This paper cites Ian Munro.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Ian Munro

Reference 55

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Observation ba7244bc-4dcf-43d4-b9bb-33a28e57c282 · outbound

This paper cites 1978.LOGICS of Programs: AXIOMATICS and DESCRIPTIVE POWER.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation 1978.LOGICS of Programs: AXIOMATICS and DESCRIPTIVE POWER

Reference 56

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Observation 278fab18-8c2f-451a-b0db-cc69769eae68 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 57

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Observation 1d1ece86-0eb5-46a3-a77c-8f6ade056808 · outbound

This paper cites CodeBlue: Sensor Networks for Medical Care.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation CodeBlue: Sensor Networks for Medical Care

Reference 58

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Observation cce5296a-b243-41b0-8b6e-74572656249f · outbound

This paper cites Roth, and Daguang Xu.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Roth, and Daguang Xu

Reference 59

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Observation 1d8e22dd-4bd0-412a-afd7-e87df8caabda · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 60

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Observation 6b9db611-7013-4ee9-8f82-60d67e7e531d · outbound

This paper cites Heering and P.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Heering and P

Reference 61

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Observation e127d564-cdd7-4d89-82e9-15365df25b49 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-06T23:19:58.301084Z digest=sha256:03780765ee5c941cdc2eb3c4c1a834b6d2995f7579c37b803a8b5a5ebd0b2b87

Observation 412723dc-6613-4bb8-aa10-059dad6535b5 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 63

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Observation cd711fd0-8928-4393-9005-9e6a75a27d8b · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 64

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Observation 258d143d-df19-46b0-8a2e-7e39563a6eea · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation 1363369c-5855-4500-82f0-ae5232b85bad · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 66

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Observation 0c8fffe1-356b-4d35-b9d8-052b559e144a · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 67

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Observation f9c9c036-064e-4cfb-9299-e258ec0cfbe0 · outbound

This paper cites LocalMamba: Visual State Space Model with Windowed Selective Scan.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation LocalMamba: Visual State Space Model with Windowed Selective Scan

Reference 68

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Observation 6ac510b0-8586-4bee-bada-cfe855ae4ee0 · outbound

This paper cites IEEE TCSC Executive Committee.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation IEEE TCSC Executive Committee

Reference 69

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Observation 226ad959-9389-499f-9f83-eb081e2e974e · outbound

This paper cites Jaeger, Simon A.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Jaeger, Simon A

Reference 70

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Observation d0dfc7dd-e179-4db3-9ffe-8fb33e418f66 · outbound

This paper cites Saferi Rahman, Modhumonty Das, Monika Barua, and Md.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Saferi Rahman, Modhumonty Das, Monika Barua, and Md

Reference 71

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Observation a2911bbe-8002-47b1-b66e-17c08411a21c · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 72

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Observation 7ec48c45-3fdb-46ca-8810-ac66ffd35f7f · outbound

This paper cites The Brain Tumor Segmentation (BraTS) Challenge 2023: Focus on Pediatrics (CBTN-CONNECT-DIPGR-ASNR-MICCAI BraTS-PEDs).

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation The Brain Tumor Segmentation (BraTS) Challenge 2023: Focus on Pediatrics (CBTN-CONNECT-DIPGR-ASNR-MICCAI BraTS-PEDs)

Reference 73

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Observation ce21ece7-5db3-45cf-94d0-a0327888416e · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation bc8b1550-6a98-4d84-adce-573f2ee3b814 · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation 9a19cfbd-8179-4906-a464-1b69528d390d · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation 4a409332-d871-43b4-beca-0cd4fbde0a0e · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation df7458c1-923f-4b7b-9a30-c6abb3ade30f · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation b2f2119f-d201-46bd-b05f-bcfb56e7fab0 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation 17cf8b73-3402-46ac-bc95-4d5805c01d7c · outbound

This paper cites an unresolved cited work.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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source=pdf_text observed=2026-08-06T23:20:00.407468Z digest=sha256:092d495aaf65b0413b97c86cb99ffece974fc0035e49a4be93acadba1cd885e6

Observation a8a4e93e-0156-4c89-9750-d43b38d87f58 · outbound

This paper cites Korach, D.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Korach, D

Reference 87

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Observation a93bde79-8ce7-4533-be63-bc5b70af4566 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 88

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Observation b44a076d-ef57-4508-8730-98452df088a9 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 89

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Observation c5fd1711-cab6-4f45-88a4-21dab1b06615 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 90

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Observation 62c52274-0a1b-4631-b776-8916f1e66fee · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 91

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Observation 74f42cb7-3e6f-4045-b485-70031e590582 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 92

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Observation 926960df-14f6-40db-a82e-e877659277a9 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 93

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Observation 87ec2459-864d-41b1-8dcf-cffb6eedede6 · outbound

This paper cites Buyuktur, David K.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Buyuktur, David K

Reference 94

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Observation 03ea5bcc-556d-401d-b603-500a7580df87 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 95

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Observation 1f3b0fdc-0650-47c4-a8e4-f992fc6b1f7d · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 96

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Observation 51588cb8-771f-4996-97f2-7f87662ff382 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

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Observation a956bc60-8830-4f51-9dd3-7f9392e21776 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 98

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Observation e6ac68e9-df1a-48fa-9b40-b693bc7444b6 · outbound

This paper cites Manmatha.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Manmatha

Reference 99

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Observation 2bd0bc86-51ef-4acc-add1-2bc41e7a2e6b · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 100

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Observation 11492718-788a-4b1b-91a8-c6886a53496a · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 101

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Observation 55432c36-bfc1-4b6d-b021-59e9f4ba012a · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 102

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Observation db1807c7-8640-47f0-bac3-a24af135774f · outbound

This paper cites m2caiSeg: Semantic Segmentation of Laparoscopic Images using Convolutional Neural Networks.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation m2caiSeg: Semantic Segmentation of Laparoscopic Images using Convolutional Neural Networks

Reference 103

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Observation 1e7d0336-b2c6-42cf-a069-d72ac8d44391 · outbound

This paper cites McCracken and Donald G.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation McCracken and Donald G

Reference 104

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Observation 89f2dcff-60dd-4b2e-b57f-608105be4b71 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 105

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Observation b5e81567-18b0-4c30-a525-623f3641ad49 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 106

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Observation eb3d68f7-4619-4b32-a507-17649b8b1ecc · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 107

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Observation f7b2f8b6-516a-4acd-a18a-2f69c7cd1114 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 108

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source=pdf_text observed=2026-08-06T23:20:02.470020Z digest=sha256:38ff40670bf439869c2ca8915b48b574c5467fb074ceccd0f00a4a1d914fc00a

Observation d66390c2-d2c3-4f09-99d8-e3f2bf6fd7f5 · outbound

This paper cites Natarajan, M.

MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Natarajan, M

Reference 109

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Observation 00fe7ad9-7908-4b14-bf7b-4a3ef0a3e68d · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 110

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Observation 19ae56fd-e800-4e4d-b1b8-fb95315f44d3 · outbound

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MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation Unresolved cited work

Reference 111

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Pith citing papers

Observation 50c62838-9ea6-462b-8268-8b97aa36c879 · inbound

CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation cites this paper.

CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation

Reference 125

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Observation aec4d516-df5b-4086-bf9e-9c38fa5577e7 · inbound

SegTTA: Training-Free Test-Time Augmentation for Zero-Shot Medical Imaging Segmentation cites this paper.

SegTTA: Training-Free Test-Time Augmentation for Zero-Shot Medical Imaging Segmentation MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation

Reference 16

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arxiv_id, observed 2026-05-10T05:41:02.377114Z

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Observation ff958b33-2718-4869-b29b-2bb4a1270f46 · inbound

M$^{2}$GRPO: Mamba-based Multi-Agent Group Relative Policy Optimization for Biomimetic Underwater Robots Pursuit cites this paper.

M$^{2}$GRPO: Mamba-based Multi-Agent Group Relative Policy Optimization for Biomimetic Underwater Robots Pursuit MARL-MambaContour: Unleashing Multi-Agent Deep Reinforcement Learning for Active Contour Optimization in Medical Image Segmentation

Reference 24

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source=pdf_text observed=2026-05-10T02:20:50.613286Z digest=sha256:4bdbf58ea2989915a751b8749ec64f86ceef9a47c9350b5b9ecad3f11bf11f66