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Paper Citation Record · LEDGER

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks

As of 8 August 2026, this Paper Citation Record lists 100 of 115 outbound references and 0 inbound Pith citation observations for arXiv:2607.05369.

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

pith.paper-citation-record.v1
2607.05369 v1

Coverage vector

measured 100 of 115 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T07:12:02.239732Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

100 of 115 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved99
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 19a48f4a-e368-44e4-bbad-afa344648a4f · outbound

This paper cites Macenski, T.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Macenski, T

Reference 1

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:854a343a75090a4a4822285f13639d6063fcf0ca37699bdb74a0cddb1ae521d2

Observation 1d0da21b-e061-4153-a229-da1f750115fe · outbound

This paper cites Murali, B.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Murali, B

Reference 2

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:793511d1a3ba5332af5183a88aaebe67607f08bc8bc8b1888c001e5b5203a536

Observation 9150f9f9-fb50-4f1f-a90e-71775ea833e8 · outbound

This paper cites Isaac Sim, 2025.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Isaac Sim, 2025

Reference 3

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:568f8dbfb0e9be7d90d8b24306515780981f862cea08714f1e6e5ee91f73834e

Observation 0d69fd2b-abd4-479c-b50f-8450a3b058d8 · outbound

This paper cites OpenVLA: An Open-Source Vision-Language-Action Model.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks OpenVLA: An Open-Source Vision-Language-Action Model

Reference 4

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:e2ddbc03d0075627bd8503554e8680aaa32b579774a9349cde3ae1990c5328e7

Observation d43eaa60-8a9c-4697-80db-7ecd8e20b00c · outbound

This paper cites $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 5

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:988a8a5988e12b99b18c67b3b5e5730815bbab3320f1222afb20838c116f7201

Observation fa31b72a-e50f-4998-8388-9bba88f0deef · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 6

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:02901a5e6a7eb11fd1e90737b7463de6123d898aa3cf84c0e2dcc6a630ced8b5

Observation c4b2beab-3ba5-4477-83bc-c6220315f131 · outbound

This paper cites MolmoAct2: Action Reasoning Models for Real-world Deployment.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks MolmoAct2: Action Reasoning Models for Real-world Deployment

Reference 7

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:67907aa240f9ce0725fc1b2a5c8344272cf9f2c6f86107234de09855b31fb2f2

Observation 5ee9ae7b-f966-429f-8806-a85ec7f26cf7 · outbound

This paper cites Black, N.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Black, N

Reference 8

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:175f674e0390d9b4426e93448451972d663dce32934c4377c0b357cfb1b2b861

Observation f9f579a3-6244-406c-a0a7-2636e5435a77 · outbound

This paper cites Zawalski, W.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Zawalski, W

Reference 9

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:98a0c9de0450f6369bed791a84c1e1c5825f2cda79068ccdbc5c1051fe2e1d56

Observation 87a66a06-785b-4517-9192-2f63c7e62a7c · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 10

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:2969171c05f5605e885fa2d10c3e9160e2e632f275930834c9e1454725e869c3

Observation 6534ea14-30cc-4de4-95f4-403ffd3246cd · outbound

This paper cites Goldberg.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Goldberg

Reference 11

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:dd58f76fdcbfddb6966c7c638ebcff2cacd239d61a55c2cb293e1c07172f0ce0

Observation b55b0567-f7b6-4141-87ba-88c3be9e925e · outbound

This paper cites Solowjow, I.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Solowjow, I

Reference 12

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:9751b547e631b01ec77e62497e0269568f4455fe29942416d4037aaa38b0d058

Observation d712e8b1-83f3-4c4e-a8a2-2e222c71b941 · outbound

This paper cites Adebola, T.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Adebola, T

Reference 13

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1c4a606faec3eb878e46d1749af0a7d30f9c8b0689070cbdada9ff88dfdee0e7

Observation 79487c53-0287-4e41-95a6-e77b08221d0d · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 14

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:e72edda444fe565a8642f17744c3a52c1d923b2a392e934dee1e2bfaab988e0b

Observation 4fc49861-e6a1-47a0-9952-64538036921e · outbound

This paper cites Adebola, R.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Adebola, R

Reference 15

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:5f5b3d3f938ba60d494940878f06cd1b7aaa45a8f2d15b38090059ce84d42ff4

Observation 423dc868-ee29-4839-b37c-77c298fe1cd8 · outbound

This paper cites Qwen3.5-Omni Technical Report.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Qwen3.5-Omni Technical Report

Reference 16

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:6b939be9d72e0a7f70b1c083f6c45b2730b5647b0902bbf0815dcc15b2a75b29

Observation aeb7919b-97f1-4be8-9e88-889e5d92b472 · outbound

This paper cites Qwen3 Technical Report.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Qwen3 Technical Report

Reference 17

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:9ea24d4c33895d29fb42bc696608fb15935ae8737b83a0fa6f29bc586cb9de19

Observation 9ee50696-6613-43d7-b897-442da2fd5207 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 18

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:35da7651f4467519bb79db942d4e4d629ac941a6b483eea40bd8a00ca0c2c2bd

Observation e8d2d0e1-d5af-49f8-871b-d8a2bda0ca7e · outbound

This paper cites Radford, J.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Radford, J

Reference 19

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:3ded2644fe1c695e27bfc7f86764ca0bdbe49568c8faa939fcb6196d20ea0cb9

Observation 911ec530-27fe-4e8b-b0d2-036f862cecbe · outbound

This paper cites An Introduction to Vision-Language Modeling.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks An Introduction to Vision-Language Modeling

Reference 20

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:8eda680fa96e214d9876573ea4f0c5b3af4d7a19dccc6f6d5b391d18fb0be5c8

Observation a12da797-2936-4f79-a27d-875ac2db1d7f · outbound

This paper cites Gemini Robotics: Bringing AI into the Physical World.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Gemini Robotics: Bringing AI into the Physical World

Reference 21

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:0f3558a1702cf7992997f858553821a505cf2d9ef6e2bf8e24578974067a3ea0

Observation 6fc046a4-8001-45ad-8de2-8ecd742691b5 · outbound

This paper cites Huang, C.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Huang, C

Reference 22

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:6304c9e6d2009c5c115c68fd146fcf35a4817d27a41dad67aa2ffa38f119f0d8

Observation d742c4a8-1537-4dcb-9ba6-9e00e598493a · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 23

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1cd0091056a4992c317bad61a3854a59ad446ecbc03f6c9554e4a3883e780041

Observation a2cb2801-817b-4556-b03a-847fb5cf7f6e · outbound

This paper cites Claude 3.5 Sonnet.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Claude 3.5 Sonnet

Reference 24

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Observation a69fc8df-4e05-42f4-9600-863bdf6fc41c · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 25

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:fc80d6950aac8a40c00bab1c872b40c0a88cbee46ad4a8af3d529ddfc23e42f0

Observation f95f24b6-55a4-43e1-bbbb-228effd888f6 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 26

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:0df09a100eb571df067c240c1a72ace35d29a187cf98c05dfc72bed76324b3e4

Observation 6fdd48a9-01e3-432e-8199-bcdfcccdc787 · outbound

This paper cites Harness design for long-running application development.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Harness design for long-running application development

Reference 27

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:96f2eb30c0ea052bcf221aeb04ed5e4b1b93aef8ba7de36cba14a2d5914ed7f3

Observation 4747ce6e-fdf3-4d82-9634-82e7d95a849e · outbound

This paper cites Liang, W.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Liang, W

Reference 28

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:b5f03ba31abd75a256edb9b7b4afe8a422f97de029c04514cfcd46d8d6c6e058

Observation fd8340d1-e1c8-49b5-8204-2e9fe46c168a · outbound

This paper cites CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks CaP-X: A Framework for Benchmarking and Improving Coding Agents for Robot Manipulation

Reference 31

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Observation 29ab6c70-ab72-4498-a228-0a43335e070a · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 32

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:819f4dc100a22914438ca0685ecd808ae220df5aef510c35817846a75dfd6025

Observation f83ddebe-b1dd-44d3-a01e-738b17cf1524 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 33

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:59f2fe0d101f9465b9d9ca40da507d1b9d05772c7401b639daa64a5a1e8d4faf

Observation 6bebb313-6d47-458f-9b95-7f981c8a8a37 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 34

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1056eedd5453d00aafcb34c2de06979eb056d57c1e729170f7354fb91e60a891

Observation a73ca50d-351a-4124-ab5c-14ee8d5d05eb · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 35

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:084592bb86f7a203f590b40882b98737e32a08127c801dcba5d569eb18b9682b

Observation 941613a6-63fc-4e72-abfe-374f58785bf2 · outbound

This paper cites Levine, C.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Levine, C

Reference 36

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:73a7ab68247610fa146aa62fb18ab40e0655336bd00580f7c6f87fd512408d39

Observation 78d98d94-283d-4f93-aa45-028fe14f62f9 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 37

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:e69114b7475a6e18805234a977fa19c9a336b854d5fb2a9e741e921bbc077159

Observation 1c938f5a-6015-46ec-8487-afbd59342ebd · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 38

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:31fc43a49882f6344a10120c19da8358ceed4cb742144d49c831bcba94ef5a2b

Observation bf3e3c44-7e5b-4b0a-ab29-31f465b3bdb9 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 39

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:a0b4e929cda47dc4b130ddda9d35625cbbfe0716ca8f693df74e8cd95b6a8d40

Observation 0d190ca2-b69f-4238-82a9-670ccd7d9aa6 · outbound

This paper cites Bucker, P.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Bucker, P

Reference 40

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:a1f6327747318db753e889eca9063b6d0fa9ec82b8897b0013a1c66130f36ef7

Observation cf87fb62-6da2-463c-b8aa-3be5b9e399e3 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 41

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1541c06c4aa0f00102e8ebfbc9fbe0f2708d8aeed7b9d3d10cc210e02a51bef0

Observation aad04445-427c-4a36-a1ca-35cbb5e8ca6c · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 42

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:9902c01f18a1daba85e183b66046d7e7da2428d05a4a8a1c0f95261259d79e7e

Observation a126eda6-f0ae-4699-a888-52765c98fc44 · outbound

This paper cites Curtis, N.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Curtis, N

Reference 43

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:76a38b4049ea804b5bebc92ba6934a39c3b5ff75d3acda45dbbf011d9b7811c7

Observation d24daf3f-a3e0-4501-aa23-b9ffa3e0a929 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 44

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:91d467231bc3dbece97ec73a7b7220eae579f75829164702b057f74cf29c99b6

Observation 80b613eb-a70b-49a9-92e5-ab691f760770 · outbound

This paper cites Kumar, W.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Kumar, W

Reference 45

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:11c21e8e31964cd9a24c67c7d9789cef9afd474bfad26ee79a8b8df00c4b7d47

Observation 3e06be2f-d0e9-4615-b106-37ad6355b037 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 46

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:f37d4d188fe8ec997894d82c29ca29d1d4c99d4eccc5f97451ecbc9273dc60ff

Observation 6fa0f689-e6e3-4db2-8dce-45cbb1297ed2 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 47

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:5b40ccc6c8b038cab762ff46c1f95002dfb84c90ba92e42c668abd52e1d7145d

Observation 910d09dc-c47c-4f83-a23a-d6b31b43a2de · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 48

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doi, observed 2026-07-11T07:17:51.508505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:868d5bdcb7fd6c5c68058010106c5e59377c6a642042340f40eca15015df27a8

Observation 69688f5f-2acd-4b51-9aef-6580997f63fb · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 49

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:4a65239ba5ed01a0273c3453c82b94db211b87053600b834a1204c40d448099c

Observation 856d5e89-e0de-4b0a-867a-c1e2e132e5ad · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 50

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1062faccd7730fdb0df82ed2835ad32991de4b0f73df21e070fe35432d95b172

Observation 1c8f8662-ba55-46aa-97ed-88c571da32dd · outbound

This paper cites GPT-4o System Card.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks GPT-4o System Card

Reference 51

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:4049b0bbc47479694d6a786ead616fc9a0ab2822dda1b33fd53877a51f5abdb4

Observation 78972d07-b2b5-4086-8f8f-1ecebb6f6f71 · outbound

This paper cites Claude 3.5 Sonnet.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Claude 3.5 Sonnet

Reference 52

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:17efce7099ec5a7e79ce5454d24503ef04df1dc48fe0a7531782f4a558ed3839

Observation e8ad1ad8-753e-48e9-bfee-483ecdc32cc6 · outbound

This paper cites Kavukcuoglu.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Kavukcuoglu

Reference 53

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:a076e64aeb8935af6825767c948f90734706b3bb17b13d53fd1d0392ac8674c8

Observation 350a8aaa-ad58-4eb8-8e70-6561336fc6f3 · outbound

This paper cites Zhang, J.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Zhang, J

Reference 54

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:141c66981478493c10e8c27cb96697c480e9686a87378b2ec92eb5e675c6e248

Observation d540527a-a129-4a82-895e-295a1028a5f6 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 55

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:20148d0d3154ed6b5e739b57d3e8dfe507606e850829a8959c083b50f2c0d6a5

Observation 1ae7b1b3-b3d5-4e63-83dd-2a1e8be7254f · outbound

This paper cites Zehle, T.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Zehle, T

Reference 56

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:547daf8d85e2074267d02ef4d999cbac2961d2612e3dacb5224320e50bec0d68

Observation ed0bbd00-543b-4f91-b02e-81a41720ff66 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 57

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1e3fc4c6d873899065e1f1612292ec5ab00b6679a1570fb61c50571bf9c258ca

Observation 8866059a-1d43-45bb-b752-27be604287ce · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 58

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:0d38dae5ecf381c335042ad0c4e4b5fec324d10466e94d3411a9480497907942

Observation 3fb602c7-5ec1-4c2c-812f-c4035d37d131 · outbound

This paper cites Goldberg, K.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Goldberg, K

Reference 59

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:85abfef39725ee5522f39279ca3f2626d9bc0c73ce76a95fe706fe29ee454e55

Observation ba30c4e1-816b-4284-b9c5-f07afec8e0da · outbound

This paper cites Equipping agents for the real world with Agent Skills.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Equipping agents for the real world with Agent Skills

Reference 60

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:0362059ecb17ce211c7aa65201af5d8d41da6e89a164279321de6f942e39da75

Observation cf098b71-8e67-44c7-b00a-53a193276d3f · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 61

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:090596490a952a3a6d96a71121a869e9da7a1ee60eb0a51f5aeebbd2c758796d

Observation a473c8e4-e4a9-4acf-9112-5ff61751cff9 · outbound

This paper cites SAM 3: Segment Anything with Concepts.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks SAM 3: Segment Anything with Concepts

Reference 62

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:301f3b3334df76787fc9c67c7caa956f3591df98a0359bb1d3db3f59cb7740f5

Observation 95990d7b-c02e-4b5d-82f3-c0303bb65903 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 63

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:6f5a175cf78a58a099f1fd5a055c1152b1a886d6ddaea0ddc601958562cb77cf

Observation c5d0d5a7-da32-4d8c-b7c4-18718ba11da1 · outbound

This paper cites Minderer, A.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Minderer, A

Reference 64

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:b0c8558375445dda5ded4956ed45b934ab8678d501d6ad8c8e76550feadfe565

Observation 97bb2c1c-38a5-4ea9-8018-2a3de190f0b2 · outbound

This paper cites Deitke, C.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Deitke, C

Reference 65

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:21a6e613ee473d8eed85ed11c1f2ab1609f02ee9b3cdc6bfbe26567ddaa6c3d5

Observation a8475b2c-8548-4733-892e-3c8d67606ee6 · outbound

This paper cites Gemma 3 Technical Report.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Gemma 3 Technical Report

Reference 66

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:f17c9bdbb7efff4178799e2bf7266abae7087f3fddee0e09adc280fb8aef1ade

Observation bc669753-2848-48da-b5fa-3e455173a666 · outbound

This paper cites Sundermeyer, A.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Sundermeyer, A

Reference 67

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:480db2349f18ea2df2c243a98146b04c4fbd306248fc7708faf07fb292b2f46d

Observation 185d7b33-8910-4e5f-8319-8a7d2bd60848 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 68

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:16a1a96a66887624bfe77fb06f7e0dc4193c720404daed9733aeb7aaf86216d0

Observation e8e3c3a1-3168-44c4-8834-6bf2f1a1cbc1 · outbound

This paper cites Sundaralingam, S.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Sundaralingam, S

Reference 69

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:cf78da5c3749f762b32a5433dbf97b2d6725e5814f648ff684d293eea352f30c

Observation acaffb8d-842a-48eb-b2b8-e3beefe44798 · outbound

This paper cites cuRoboV2: Dynamics-Aware Motion Generation with Depth-Fused Distance Fields for High-DoF Robots.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks cuRoboV2: Dynamics-Aware Motion Generation with Depth-Fused Distance Fields for High-DoF Robots

Reference 70

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:d86a657f4425666ea4d6dfe3073f507b4b9ae6635e5a1222a5cda1e1f46cd535

Observation 93d0700f-33d2-4d2d-9caf-3a2a1aa3f8bf · outbound

This paper cites LIBERO-PRO: Towards Robust and Fair Evaluation of Vision-Language-Action Models Beyond Memorization.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks LIBERO-PRO: Towards Robust and Fair Evaluation of Vision-Language-Action Models Beyond Memorization

Reference 71

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:658dbb6b176e958e43d563d22be6df6273e6ac3f77ed008b2e81e82c9232e64d

Observation 11ac8685-c5b1-4d0d-96ab-cef6b624a7e9 · outbound

This paper cites Minkowski.Geometrie der Zahlen.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Minkowski.Geometrie der Zahlen

Reference 72

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:f7be11902b843b2de53fc7e6f4b9472ad1521619c98e740656a28fb8e9c8a282

Observation 3d4cc0bc-2d7c-440d-9b31-866572c753e4 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 73

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:eab5e771feac246c53d8b2faf6cd90ca7325a9e00e211a2988cb516fcfb7030f

Observation 78cae28d-b259-4e0e-9695-25f31b6df60a · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 74

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:90a1dc07e8fe984a9895ab08f3bc478baa428c392df895410ad78d865befc9f0

Observation 30431c87-ae24-4e2c-9335-8c45a4b7e448 · outbound

This paper cites orchestrator.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks orchestrator

Reference 75

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:9e61d4d5f42cb74589a9b73316c9851cbd6c67c7e29d4e6a1465e20825d4b313

Observation d30c7554-eb4c-4b99-a75f-fb1d34063fee · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 76

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1503a2e89f8b0a16b1f282d2dbe243e6c82c12cc3000deb9a1fe5f9e3ae52578

Observation 22354659-41c7-4ef3-82d5-fdb4ca7530c7 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 77

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:4b605b7073f7a9bbb39d3ccb13e44891991754c5b786fb11d2b7c7f70a65950f

Observation 9482d86a-a93d-44e8-a849-65649fa153b8 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 78

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:eb60d5381b82cf590313804e73f1868b4b9589dbb836ec0558a7f2ff6e27c633

Observation 20816003-8b73-4ac2-93c3-1528eba045c9 · outbound

This paper cites OrientedBoundingBox.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks OrientedBoundingBox

Reference 79

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:d52be712a24eb2c68f156949f7273ad5749cddd4f119e4351cc1cc8ff1a1b1b2

Observation 3b9a617c-ea0b-4bfc-9f85-5651522ef103 · outbound

This paper cites done"]‘ and ‘on_error=.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks done"]‘ and ‘on_error=

Reference 80

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:c43a5749b31fd11250da929ce0d37de6a8260a791f57dae6145f34ec93ffd7a1

Observation b57e6f2e-fbb9-4c2b-966b-4c93c9e8fdfb · outbound

This paper cites Every end node must be reachable from ‘START‘.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Every end node must be reachable from ‘START‘

Reference 81

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:5fbf81c545c3e445fb19d8c86ac13a75df3059a930ad0537f940c924e5fb827f

Observation cd99787d-b94b-4558-a2d1-5acdc0da452c · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 82

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:3ae1b50c0a2349a060835bcc533f5488fdc026d4d735ca3f8f0790c5a3626a44

Observation 1fee0a62-68f2-4cfa-8c64-ff076f1e32b9 · outbound

This paper cites The universal subgraph_agent fills those in per subgraph.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks The universal subgraph_agent fills those in per subgraph

Reference 83

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:537fbc4fdd1224620d3eba156b2d2bf8420b8b7de2c8228353ba351a3beef31e

Observation 4410a6b9-60f5-40db-99ef-0ded04200c50 · outbound

This paper cites Declared ‘outputs‘ must be a subset of the skill’s ‘produces_outputs‘ (omit outputs nothing downstream consumes).

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Declared ‘outputs‘ must be a subset of the skill’s ‘produces_outputs‘ (omit outputs nothing downstream consumes)

Reference 84

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:73d83d0eb807b2f4e4baf99825b84771d392917d58353d96b67cd0c33fd1d40b

Observation 280aeb51-f6d5-4ee3-b2cc-24be8fa96e38 · outbound

This paper cites version": 3,.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks version": 3,

Reference 85

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:95444601d3ddc902b580dbfe4c4f5003f95f35074f0d0f53b230d54b9ce23245

Observation cfceb773-8144-4744-aad3-9d6eac2660f5 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 86

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:4d125b295ff0f59b3c3d87d78bda0e0f4023e13459a88ecee2e905a6a6e23eaa

Observation c5d6459e-94a1-4aff-9ca2-ce11b43089ca · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 87

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:15846e93aad3e15ef032910754bb69f9ed69345241bbcc6b3cb34be383241e3a

Observation 4d11a822-08bb-4408-915a-ed8dc3b05b2e · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 88

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:5dfc0f141a9cbfd83f8a030c646eee79b17911ed5d0302580d85802779f8b33d

Observation f6fe5765-b2a4-4009-9826-df1ed8a64e85 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 89

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:3178ffe02fa4c2886f9cb7ed748d7fd189f6df9eadd44b2f810f9b7224fcce1e

Observation b2c22e44-dc08-4ea4-9975-edd6d19fd775 · outbound

This paper cites ## Your job Compose the minimal sequence of nodes and edges that:.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks ## Your job Compose the minimal sequence of nodes and edges that:

Reference 90

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:2e4d2095a8c265e20c684319d1ad04d16490ebcc6ffa2f4a72b1749c4f40bf86

Observation 8987d191-191a-4ea9-85f5-727402067bea · outbound

This paper cites in.{name}.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks in.{name}

Reference 91

Resolution
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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:5b25532ad679e038da1c7d03e8272a4c5b211ba75b21b7ba7fc8a136bb322f8a

Observation baa3a327-d911-4145-875b-25cbf0727ad5 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 92

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:6bfc4bec8ce8f9b7ece9ca21bf43b73610aa502b0f0ca2a8b218c9e8cdd03315

Observation 25c5901e-9bca-4baa-8a0b-6c51b505b067 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 93

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:9d3eddb94f359001a39c4938072e93e50d799423417f874dc9977a372b5eacc2

Observation 591d5988-f84c-4ca5-88a6-c7a8743af5d2 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 94

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:84caec187dca2c45b88a5913f287acdc0749c3addde14fa291d7837ec3224ca4

Observation 18b465c8-fadc-4400-93c4-0f3cee39f1c0 · outbound

This paper cites found")‘ + ‘sg.add_edge(.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks found")‘ + ‘sg.add_edge(

Reference 95

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:10faa2add0c230181b2009f3ee4e03bf5e6bc6c90b704a75a77457107cc351e8

Observation d42513a3-3fce-4397-8fba-c25b10251796 · outbound

This paper cites Anything else (including stray top-level ‘‘print‘‘ calls or ‘‘Workflow‘‘ instances) is rejected.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Anything else (including stray top-level ‘‘print‘‘ calls or ‘‘Workflow‘‘ instances) is rejected

Reference 96

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:4c827f51cff594b32bfb8ebb92208686861dfed0cf17df6493a1aeb7224b475d

Observation 13be6a9d-cb2d-4f24-a7b0-5538026c12bd · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 97

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:cd3a451d2117d986570b903965ece7a0ea82a5b806cb510308d31a446e109b7e

Observation 54d16aa6-b29b-47ed-9114-c2bd8109ef64 · outbound

This paper cites Imports outside the allow list are rejected.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Imports outside the allow list are rejected

Reference 98

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:cc0c0493e20fa4ef5831b4d1cee5494e054cfe9a12e46089a97b24248ffe9fe4

Observation 908a612e-10b4-4127-af5a-1bc9d17e1195 · outbound

This paper cites Canonical scripts.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Canonical scripts

Reference 99

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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:de9ccde74339b6c37ea9ea29cd7b22892286ff25b18b78676b60f7fd2ffed2c4

Observation ca097152-80c3-4007-bf11-502b608f09e0 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 100

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:206271a54b86d22f04955a01a0656b8698f8ead584e6359ece92bbd8c23ec063

Observation 2b0d49d8-b36d-4472-82d8-ed79472afd50 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 101

Resolution
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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:85b39e746111053426fdc09d22d50161ddda00d2377da55825414eae0dd9adf1

Observation 32e26de4-f983-4f64-aff0-21b1e38d2b05 · outbound

This paper cites an unresolved cited work.

GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks Unresolved cited work

Reference 102

Resolution
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no resolver link, observed 2026-07-11T07:12:02.239732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:41f6ee1d127ce5a520dc68ab4811893acbe1fe9d8b5f66d6da86adfb6842c510

Pith citing papers

No inbound Pith citation observations are available.