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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-18T06:34:40.430872+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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:8111174358978e6d627c573f25aaf5cc5c35dd3c02bce752c808f441841bee11

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=sha256:7051dd0d98612a6c281bed3968d95be312ca2a405664190bb1b259ab6cfdae7f

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=sha256:26377eb5d716179226bd063f8f84359d9cbfda79641b1cd3d127e0a495c17e64

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=sha256:9a50babd7769d2ae06aeb37514db9c4b5d9753509591d37b33fa7336687d7037

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=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:136f1c6094faf56223c92a73308a4e9d3c35b8345bdc7d1ab117ddafbaae014b

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:e58cdd11a8895c99d142a553c147f27711d983c88b1c5a3ab70ec19d62285a89

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=sha256:15c07f0d5ca9d6fe33595129e53bf7ef4494f2d65175435c1e8ad7445a3d83fd

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=sha256:4ceb27e0f1c4ab5c717ab17b2e7f8b11339d4e2ea56624054d8b6b721a335a40

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=sha256:993b211cd4d76e3b0b1565cb87a8bb84e76b2573bb16efdee14a7b48a863ec51

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=sha256:40fd469b95740f9173f6cfdb14bb2c506cd01e7d8850a2d70be8f662785e5db4

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=sha256:41ec91f6f2897ea362fbe50d9d88bd28a68af55d4abd44895b0f804dd734d300

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=sha256:9b34b743df07aafb111d3489cf234dfcc04427082fdfa58f1f312f7168704714

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=sha256:809dd2e3b51ce662f58ae450c452a256c935babffa61984656ce8bd9a41c2522

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:a93c308419934d28b1d92050fafe4feee081ad118a8bdfaf594f111754a0381e

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=sha256:0f876d4bd84986946949fe52510aa1f3b59a844fa72e522b617a995bd42ad6f3

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=sha256:7c1bf914adf938ac3d358fdb11be29117c02b5ab7fa18585601d53f032a284b1

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=sha256:6dd08938e5be90f0284f473b482c6caca7415be4e917e9d99c9b9854f88b1d99

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=sha256:088d049b683c5cb87af840642368bbf440161743e5c5ee9fab188587fc53ca3b

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=sha256:7a70f11e2bbbedadcba2cced93ef0b5a24c220fedb0d57e841c69b0f1e68fc38

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=sha256:16bc7c4bcd59252d5ba58fa0429217d816a5af4e5798a38b08301f46e2a75e03

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=sha256:58a14252c0f7f00a122b4f45cac285ea7721d71883063f4b53dd1c30c52792bb

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=sha256:41a76753e8813adc5551d5b8c5943d8ed2fca207792c6968991159f10d954a0e

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=sha256:4d9cc58e2b36fcd948330a75f6ed2b01e3ec4edb121083f213b5afe321f38e49

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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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:b6881239c771dabc33cc907a8cede6909ffbf831860a8ac94030eb5ff81faaf0

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=sha256:27a47a5e8f4e23dd65757b228dd86919145b7e91c06c68e3d782a9e1155b6452

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:fccbf3a63fdbcf0a8d19c58de27747b9c46cffe4b4b7b8a3cd126ed450611a5f

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:d34d28e6f8fd8fa8bbbdf549c5cb96fc67145341d974be2eec32cd2955636133

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:f93783839a0c0e522422ed4b3a1299ea071e880f645db0dbd18ee5090adbc095

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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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:22197b8d99b9c39280bb8b958302adb45a12cce5351f425ae8c01b2421c81c05

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=sha256:1af40c418b4d29ec8eb9d85f8a82251064f5ffcfe7aa46408f22eee04bf1f92f

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=sha256:1ec7453b5f013c63487bf9c647f0a9c205da946820327841b9fd796da2587cd8

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=sha256:00931e5d1a1c203c53fc8b2d92ab8a3a4cdd4dd3d03078363cf9c21b4d5595ad

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=sha256:517a59e079589afb5a4c6e97ed062b7e2a61e12a28ac8f78393a8a3264a85434

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=sha256:22a8fbc1498300cd49e1a1dda52f4d12b4ab4f3807c0fcce74eb22c0967e544a

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:c4f4f4639d371ee5f07cedd97a7eebfb8a8a7a8e699ea5a904ca0feffa5450d1

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=sha256:049b583a88d612efc74c25e732a4186c354a968580db043138bc5bba5a3a38fa

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:cf15fb2fc3647e2d491628fe190edd34186721d63903eba0a719da0230e2e1b9

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=sha256:5da7eb7aa5e749a3096e192b0a2ce241044e58a6f9883cebc781ecf0161591b7

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:8d3be0bf9ab0d48ce27db2d2573d1e222c6c0cda2ac1c696ad539356395aba77

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:32812f7aab8119019849121c06cd2acc130f6878c5f65eef5f350c669c9e67dc

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:add9b6a9d5353f31c00a2e16495e6823d20f3cd05c52a548e9fc27ec9aba128a

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=sha256:8cd4776fd3bfc2d30c6a992fa6b69b3ad16cc3979f97274e677bb80194b91eeb

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:aeb29f3957ff395544b0c8cd978afdeab32d1e5fac27a9570443135be8f2e19e

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:d41fb27f30cfffffc9b966b2adbd1aec2e49680bf08dd159d44279c31a43ed1b

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:0a1eff237f70ec8b233fb0f116ad7db5024955102adc2405ffc7ef0ad932697b

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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verified exact
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1440f4be1b6afd1a652b8b945d839d51568f72d66bd469f062a8d388b0234823

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:1eb2046152781df7cfcd8dbe41cda89f77777b4084aec313ea1dda2d5af5e348

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:08b8affc059b29506fd7d929b523d69302dbe9192c1dfffe8e81d52a7d2d451b

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-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:d6927b695e5bc779a5147cd023edfde07655ad39a74e58bcc2c80e5275c20b87

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-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:8d54e12f7b26ea64f8deafb7f1f891a581f8b6bd2fc847224bace8382ce80d8b

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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unresolved
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:d1d1f49869d7288cd730a0b317e8be58a6ce01a36b39cf3e1f3cc60508514ca1

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-reported events for the cited work

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source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:b386edd86a237442cc94d7d110c7f423c769f820977a2d2c47ced54f56183786

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

Resolution
unresolved
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=sha256:7b4cd2e2ebbda9cf02df0a373b86795caf8521c03471413d693c4d1240da6daf

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:cfa637570e573466f5e906a12bb14862ca81f0cccfc34519cc1d6df8b0ed0f4c

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:50818c7c23383ebda0da0fcab4dd062d7bb1da46a2c5269b03db1f122f4aaa62

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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unresolved
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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=sha256:8886ae5796acdb1a5425a17d7a02b18c0c6220404b2f86be86a1d6496d6df61d

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=sha256:7ea6765fe040ceb331b09c5e38aa61c5ffc8575801cb0fc95221d0a11fd2d5d8

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

Resolution
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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:c274f6646c635d6364d0f0d7ec58328c53d6d80fe4c1733f2d15fe18960b2a40

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

Resolution
unresolved
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:b9b0c906925e68dc8bdcea8fe495a5fcfd8beda66f6630af8ac099538a73195f

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

Resolution
unresolved
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=sha256:10ed551d9e2123a93f3b15c5cf818d0bab9e31d74b6ee69c82970fed1c38e184

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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unresolved
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=sha256:061deeac75591738ec2cf1202f69465b1c96d4a8338d94f96804d98ad8f93094

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

Resolution
unresolved
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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:aaf5dd77179848b0ff30accbb9868e1ed6d9e6c5c2f4e00a0160c9fe30a4d6f2

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:46b119fbeb9c578ec47edb6af6a09c933276415bac1ff1444199fd841f479fa0

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:384ffc5927c53270647975b56c98f0647a64e32ddc5a8d18891d26019521c023

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:d83a892c8752fce888a9c7d9f34990a46a28d405c52bc4b5d06925d0d0db1065

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T07:12:02.239732Z digest=sha256:daf145a10d7069f3266f7e35f5d850920592e4eba8db35dad7941ca416475507

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

Resolution
unresolved
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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=sha256:449008528fda273b6d7524e7dae9808e0f74ca605d36b13bf43cecfe068d996e

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

Resolution
unresolved
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=sha256:921bef983c26b88467f5dc7ef79e3a96bc66269100b87d16a614f23007c424bf

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

Resolution
unresolved
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:bb9b40230d2ef34e59e077d12d724062adee609492ceced947994870f6817d2f

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

Resolution
unresolved
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=sha256:04a2fae76dbd62967c8514272c6ad15c64bd3646b16a96c774c35fd50ee48021

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

Resolution
unresolved
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=sha256:20be0b9ef35c681fe33d901863f314bacf9a1d4a65b71c6a834e132187868b16

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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unresolved
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:af8c2663fdc50e001476313f2fe99d066ae79a8dafd98d22ff7b832e553a66d2

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

Resolution
unresolved
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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=sha256:9ca845dfe7ba11e68afc781dc5f261db704d3ad7ae9dea03571eed4cf3564b0e

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

Resolution
unresolved
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=sha256:58d3f14fa071c867e090a72c62b7fcb745351c7c0ffe92915abc53087666b7fa

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

Resolution
unresolved
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=sha256:5e0a907803e81965b0f80a6aa022bc24670c225c63f4f2b74e29730e7ad21685

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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unresolved
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=sha256:9ae8f58e5b863c76e31da181290faf6d62389289c63153115818e36477db3457

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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unresolved
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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=sha256:4991813efda6336b9621cbdbffc1f313b7271f1a180aca13906d4968f5555469

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

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:fa599b08d616fc4068a77740c7130d3c79cae25292d8d350f15320b393db9216

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=sha256:5263ed17417b3fd7126b6d5c717aa4e3eb444ce3370637f3a15c0cdceed1ed7e

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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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=sha256:91e2d2d77ee9667f7c3b0074011f0dda5edee19d20d37be44d5b3e882c365793

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:cb8dc84ad96129d7394fed96e0b7fe09ba1461db17ab259ae8c0ad1f95e7f16c

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=sha256:17147f2bf7ee0b23d675e300b833e50eae9131e46c606518156e4f47993afe5f

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:cae8b9ab4d44f0fd12451df98a9cf0a4e04c5b01d61df6d0f14a21a7db4c963c

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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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=sha256:850783f1963fe3da59082141c99910164ab5bd124259a9dd8a602cab794a0afe

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

Resolution
unresolved
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=sha256:673860b105b85cea9a2e7226d8d793ab7dd272d21a3456ccdcf7c8ab339ee462

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=sha256:72389e11fb474137b5c9dc5177c5bf234c35fae1c0f8e882e5323f1a4f84666a

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

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=sha256:6cfc1c06564dd613d6df25f4a871efe7fc85b2e18a4f6c7f608dfbde918dc640

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

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:a4c386f6f5556f8c63a4082bab681ab4715db91e36e7ce80bdfbf97b1b702fc4

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
unresolved
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=sha256:8b7f7db56e6f737ca0aea2e935b947b0f48c37e9bdf20a3640a3e724a888c5dc

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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unresolved
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:ef8d67eb044b5d53ab469ec36ceced501c3a8cb9127c20172959be104aee0ef6

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

Resolution
unresolved
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:b14c752f661e26c7b4556aaa022d99f2cc1d96615904901378076ab1a8b2bd10

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

Resolution
unresolved
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:c3966ab28470d669f8f468e827b7e253db526ff73b3868f698746bfd0d8b3c19

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

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:cabfc0cdd24fbd7a7c3d36a52df6cfa845d6a0d5d93d16c23cf0530ce5079f6e

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

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:b6a9682a78e42628d37148235983337c87d57341866af0fae25ee7118d607c96

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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unresolved
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=sha256:028ec38140b17384399f36ab47ea3562c70b0166e2130701071aa5a4f908c6a4

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

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=sha256:6598f380b50e1fd40370f26dc707ec26e859422be5b9d581edb3082c4952ea20

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

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=sha256:3fedaf90a22bb5201d00de58c653927b17e387311adc6ef308ff3043a315cde5

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
unresolved
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:fd3f672479abc5e755899ba2d6dcbbd1b91fd7ec31f4ec03ddca016fec142450

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
unresolved
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:d591bb59262c2d6d95001aa5554e85d3f22918afcd615e9b18e66f1ee0b79829

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
unresolved
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=sha256:0b5e2403aa570dc9e8fb8736ebbb2933cc7ea57d451f87057d5d4dc6e87afcf7

Pith citing papers

No inbound Pith citation observations are available.