Paper Citation Record · LEDGER

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation

As of 17 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 3 inbound Pith citation observations for arXiv:2607.05382.

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

pith.paper-citation-record.v1
2607.05382 v4

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:32:11.809972Z

measured 61 of 61 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:34:43.206232Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T00:15:39.563813Z

Reference resolution

58 of 58 outbound references displayed

verified exact0
verified fuzzy0
unresolved56
parse uncertain2
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d29b4d9a-1812-47cc-b80a-ce9f71c38b24 · outbound

This paper cites Gen-Searcher: Reinforcing Agentic Search for Image Generation.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Gen-Searcher: Reinforcing Agentic Search for Image Generation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.131890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b38b96c-3f4a-48db-8fd8-6a7c5692f472 · outbound

This paper cites Proceedings of the 41st International Conference on Machine Learning , year =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Proceedings of the 41st International Conference on Machine Learning , year =

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.190669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7587588-e64e-4532-b694-08baa83ae5b0 · outbound

This paper cites 2024 , url =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2024 , url =

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.298850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceed4385-7d7b-492f-a12f-c9633a8988f0 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Retrieval-Augmented Generation for Knowledge-Intensive

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.380290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc446666-50dc-42ad-abf1-c6eaf45ac40e · outbound

This paper cites 2020 , publisher =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2020 , publisher =

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.432883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6512c394-f16e-4558-ab78-58987e23122d · outbound

This paper cites , booktitle =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation , booktitle =

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.494676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3f802d2-8c5f-409f-a6aa-32bbfd88505b · outbound

This paper cites 2023 , url =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2023 , url =

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.574004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1351b2f-27d9-42f1-a85c-715483c291ab · outbound

This paper cites 2023 , url =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2023 , url =

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.630213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c0c7eb1-531b-436b-bf17-e82f9e6143a6 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Advances in Neural Information Processing Systems , volume =

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.684439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b03bc938-613e-4d44-90e7-07632e87a230 · outbound

This paper cites 2024 , url =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2024 , url =

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.739326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17f2165d-a97f-477c-b0f9-327bb3d5e925 · outbound

This paper cites Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing , pages =

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.810263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0961b5bd-2aac-4ef9-a1e5-91f69106bb24 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Advances in Neural Information Processing Systems , volume =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:06.907800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5125a91b-07bb-4679-9b96-6d0419df2634 · outbound

This paper cites 2601.18543 , archivePrefix =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2601.18543 , archivePrefix =

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.062038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d34aa548-b7c0-4c21-8970-9680b411dcaa · outbound

This paper cites Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.163993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24136108-03aa-4b0c-b024-09d017e09cdf · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.231821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0918c3d2-b25f-4610-8c2e-77fe387e7634 · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.305015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cd35a6e-3206-4013-8489-407e90f751ee · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.372770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70442720-75c6-4686-8e22-88c0af3b0281 · outbound

This paper cites Qwen-Image Technical Report.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Qwen-Image Technical Report

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.416559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f0a52d9-0812-4220-92c2-48d4b5568cd0 · outbound

This paper cites 2025 , url =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2025 , url =

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.471586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dabf29c-d1a3-4974-be7c-b5d410eb7e9a · outbound

This paper cites RationalRewards: Reasoning Rewards Scale Visual Generation Both Training and Test Time.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation RationalRewards: Reasoning Rewards Scale Visual Generation Both Training and Test Time

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.556473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c291696-76c6-4b63-ac4f-246459206b7f · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.635598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4c6f616-1ad8-4f79-ace1-554e414e1b2f · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , note=.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Advances in Neural Information Processing Systems (NeurIPS) , note=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.716817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e996d76b-02f7-43cf-9c61-c336fb413849 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation International Conference on Learning Representations (ICLR) , year=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.767690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c987ea7a-f280-42c8-920b-b9c174f80768 · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2025 , pages=.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Findings of the Association for Computational Linguistics: ACL 2025 , pages=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.796427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaaddcad-ab53-488d-92a4-10e7eea6fabf · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation International Conference on Learning Representations (ICLR) , year=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.868825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 564872c9-c69d-4f90-abc6-634290d5b427 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Advances in Neural Information Processing Systems (NeurIPS) , year=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:07.973102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfe1b51d-e666-4fe9-bbe1-2a9b9663577e · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Advances in Neural Information Processing Systems , volume =

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:08.082056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cfabea8-e012-4b6e-9cf4-be700edfc110 · outbound

This paper cites 2026 , url =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2026 , url =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:08.184908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e1ce738-f7b5-441e-b8ca-449a531b2c66 · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:08.326824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d80ec286-7226-4d38-bed9-d96ea6736313 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Advances in Neural Information Processing Systems , volume =

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:08.416683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 648d87d0-5d8b-4c11-bd7b-bdb9616b0048 · outbound

This paper cites Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages =

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:08.562963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbc34b3a-e91a-4626-bc6d-689e5eebfc86 · outbound

This paper cites Proceedings of the.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Proceedings of the

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:08.682804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e712275-6622-4631-ad0f-a244794aebc0 · outbound

This paper cites 2023 , howpublished =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2023 , howpublished =

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:08.766852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5182a8e-7146-45ca-ab07-af777af75baa · outbound

This paper cites 2024 , howpublished =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2024 , howpublished =

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:08.894534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d28261b0-15de-4d8e-adb6-6f5099a106a1 · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.111945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68968561-4935-4b03-8661-7d909c308e02 · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.244787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91993c2e-d7e7-4241-a59e-4a5f23677134 · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.413902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c586d2d-5fcd-4a6d-9f2b-f7dd25cd4c08 · outbound

This paper cites The Eleventh International Conference on Learning Representations , year =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation The Eleventh International Conference on Learning Representations , year =

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.475972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9faa1465-76e6-4742-a35d-70e0133ccf1e · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Advances in Neural Information Processing Systems , volume =

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.554750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee373141-5806-4fca-b980-8a8a94a7659f · outbound

This paper cites and Li, Jiayuan , booktitle =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation and Li, Jiayuan , booktitle =

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.655000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4683e0a6-d013-4495-91cf-880db3762c54 · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.723745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1b0ce16-4589-423c-9c15-a9e88e7cdc45 · outbound

This paper cites Proceedings of the.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Proceedings of the

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.801144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c56ffbf-ec01-41ba-a9b2-adac57a32d0e · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.868962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad1f1fab-24ca-43f7-86d8-40ee969110eb · outbound

This paper cites Revisiting Text-to-Image Evaluation with.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Revisiting Text-to-Image Evaluation with

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:09.937875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8a7e221-9256-47bf-a3b4-0d69e45edaa6 · outbound

This paper cites Proceedings of the.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Proceedings of the

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:10.042186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f17a4d3-eba3-410b-9cb0-c8b6c2ba87d1 · outbound

This paper cites 2025 , eprint =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2025 , eprint =

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:10.151630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79c3e686-0149-4828-a875-00cae9cee2e0 · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 47

Resolution: parse uncertain; no resolver link, observed 2026-08-02T08:32:10.255817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7f0edc1-a8d6-438a-a93f-30c940072c3b · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 48

Resolution: parse uncertain; no resolver link, observed 2026-08-02T08:32:10.350410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 504bb3fe-b015-44f1-ba0a-e027a7170400 · outbound

This paper cites 2025 , howpublished =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation 2025 , howpublished =

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:10.422797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0adebc16-92a0-4b19-99f4-2281b6f1521a · outbound

This paper cites Journal of Machine Learning Research , volume =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Journal of Machine Learning Research , volume =

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:10.523267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05abe7b6-83f9-46eb-a795-884644c1a13b · outbound

This paper cites an unresolved cited work.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:10.627429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ec29868-6905-409f-ba74-9e098fe3675f · outbound

This paper cites Proceedings of the 40th International Conference on Machine Learning , series =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Proceedings of the 40th International Conference on Machine Learning , series =

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:10.824318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ec5e70a-4643-450b-835c-7f868db92e59 · outbound

This paper cites Self-Rewarding Language Models.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Self-Rewarding Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:10.968750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 330c0d8d-ed07-4758-aad3-04a80ff6e935 · outbound

This paper cites Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:11.186975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6425db00-ccdb-4381-b24f-e277436d2142 · outbound

This paper cites Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:11.378762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e97ed73f-ef18-4dac-b1ae-a446cbef6a39 · outbound

This paper cites Supervising strong learners by amplifying weak experts.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Supervising strong learners by amplifying weak experts

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:11.510217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3215a435-3b0f-4dc5-8444-6614e1a1c312 · outbound

This paper cites Proceedings of the 37th Allerton Conference on Communication, Control, and Computing , year =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Proceedings of the 37th Allerton Conference on Communication, Control, and Computing , year =

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:11.678713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9191c10f-11a4-4b09-9dec-161c57b308b3 · outbound

This paper cites Communications of the ACM , volume =.

Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation Communications of the ACM , volume =

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:11.809972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a2223df4-ab07-40c5-8ca1-868477366899 · inbound

Rethinking Classifier-Free Guidance in On-Policy Diffusion Distillation cites this paper.

Rethinking Classifier-Free Guidance in On-Policy Diffusion Distillation Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T06:35:52.592700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a687681b-92c3-4b73-b4dd-56e7c1a35950 · inbound

ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation cites this paper.

ToolArtist: Tool-Using Unified Multimodal Models for Agentic Image Generation Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation

Reference 28

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SpecPath: Testing Coding Agents Across Contract-Equivalent Specification Histories cites this paper.

SpecPath: Testing Coding Agents Across Contract-Equivalent Specification Histories Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation

Reference 82

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