Paper Citation Record · LEDGER

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents

As of 4 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2607.14547.

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

pith.paper-citation-record.v1
2607.14547 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T01:50:56.049001Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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

45 of 45 outbound references displayed

verified exact0
verified fuzzy0
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 960cba10-0c83-43ce-940a-56fc65f780ff · outbound

This paper cites Attention is All you Need , url =.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Attention is All you Need , url =

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:52.915395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a51a47eb-8454-45d6-b5e7-92e1996306e1 · outbound

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

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Advances in Neural Information Processing Systems , volume=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:52.974642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f51eaa31-bf47-43bb-839e-bbd947277e12 · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.033493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2699d3ad-162e-459f-9c41-47b2ce3716de · outbound

This paper cites Qwen2.5-.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Qwen2.5-

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.131518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4db97178-3344-4448-b3ad-cfe17ee5be7d · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.198303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a65055d-931a-4119-a039-87683e95f4b8 · outbound

This paper cites V*: Guided visual search as a core mechanism in multimodal.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents V*: Guided visual search as a core mechanism in multimodal

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.269669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa4d5bd5-276d-4984-985d-7ee87fed7d0a · outbound

This paper cites Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Large Language Models.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.323606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26397d42-78e0-49e5-9dab-ead14e8bb952 · outbound

This paper cites Adaptive Chain-of-Focus reasoning via dynamic visual search and zooming for efficient.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Adaptive Chain-of-Focus reasoning via dynamic visual search and zooming for efficient

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.396039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d60842e1-a368-443f-afc8-3d41a172aaba · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.467685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25e7c5ee-10dc-447f-9134-734d2d225b62 · outbound

This paper cites Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.534399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55267232-cd9f-4ae9-9913-03b7beec5576 · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.606869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a85ec81-eedc-40fb-aeff-1777a63985e0 · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.675967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49cbc673-844c-4abe-bd5b-9da0e133e435 · outbound

This paper cites Scaling agentic reinforcement learning for tool-integrated reasoning in.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Scaling agentic reinforcement learning for tool-integrated reasoning in

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.737045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b77a032d-2a06-46fa-ab65-b9fbebf9bed5 · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.805120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4ddc86c-eba0-4cdc-b763-5c5da80e195f · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.871189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f583b830-ce83-4808-98e2-b31d26082ce8 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:53.944418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab2d5d5e-fe59-4e10-8414-bd5eac8388ad · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.011559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce097e23-8d78-44e0-8c48-9cc3ff85edda · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.081172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 357667d7-c296-4666-8ee6-6239bf88f41d · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.128561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcf913d8-be3f-4e50-a148-6bee3fa95046 · outbound

This paper cites Visionary-.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Visionary-

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.199994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35623a10-fc84-44b8-9ea6-31d2dbba2979 · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.288957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7363d02a-b118-431c-ae96-a390e0830d31 · outbound

This paper cites OpenAI Blog , year=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents OpenAI Blog , year=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.373912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24d3f06e-4ad4-474b-b292-e05506b897ff · outbound

This paper cites arXiv preprint arXiv:2512.02008 , year=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents arXiv preprint arXiv:2512.02008 , year=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.446828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38ed6249-4b9d-468a-84de-60b92a1c6527 · outbound

This paper cites Scaling over Scaling: Exploring Test-Time Scaling Plateau in Large Reasoning Models.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Scaling over Scaling: Exploring Test-Time Scaling Plateau in Large Reasoning Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.530123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8759b01b-14d9-4c75-8b57-5e7cb3812b04 · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.601858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f0833fe-a594-4376-9954-d1935936b997 · outbound

This paper cites arXiv preprint arXiv:2509.07820 , year=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents arXiv preprint arXiv:2509.07820 , year=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.669980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c722df0-0d4b-4b9b-8969-a041b6af6380 · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Kimi K2.5: Visual Agentic Intelligence

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.727880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4835f666-81e3-47cd-9e6b-2ccf7b22b217 · outbound

This paper cites GPT-4o System Card.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents GPT-4o System Card

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.798682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89736aa7-7717-461a-8413-ca7761dabc5d · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents LLaVA-OneVision: Easy Visual Task Transfer

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.834160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ded5f08-d8da-4253-a5f5-06c66205ed73 · outbound

This paper cites Qwen3-VL Technical Report.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Qwen3-VL Technical Report

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.888491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7536c516-9231-4ec4-8695-f6ecb0aa9d3a · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:54.935649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10515078-f4d0-49b1-81d7-fd179accf4a5 · outbound

This paper cites Proceedings of the Computer Vision and Pattern Recognition Conference , pages=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Proceedings of the Computer Vision and Pattern Recognition Conference , pages=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.011486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cea7a81b-c2fa-4eed-b174-e152fd3973c4 · outbound

This paper cites Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.084864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6bc0f4b-137f-4964-b7c3-b43e2e6f412d · outbound

This paper cites Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.161581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60d5f5aa-5c4f-40a0-aa84-cc8db6a6bc6e · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) , address=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) , address=

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.235842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 604dc53e-5fb6-4672-9713-9ff3b83af81e · outbound

This paper cites 2024 , journal =.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents 2024 , journal =

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.314087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b0f9ef0-4caf-448d-951d-91256e927aa7 · outbound

This paper cites ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.420352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 710e9a60-b450-46fa-a157-410e1b0a336f · outbound

This paper cites The 36th Conference on Neural Information Processing Systems , year=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents The 36th Conference on Neural Information Processing Systems , year=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.502539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef22d44-81fa-4291-9071-97ca93610ab9 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.572834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768ee7bc-2b08-46d1-a042-0215dc1fb15e · outbound

This paper cites Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics , year =.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics , year =

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.634170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc843ee5-0994-408c-b2d6-f76b0788ab00 · outbound

This paper cites an unresolved cited work.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.716273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10a8c7f9-b6e8-49d9-92a8-20ad6eea5d5c · outbound

This paper cites 2025 , eprint=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents 2025 , eprint=

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.802001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0db5ebd1-5cb4-4014-8a0a-0cd36c5e9d19 · outbound

This paper cites 2025 , eprint=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents 2025 , eprint=

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.886186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa2edec9-30c4-4e6f-ad8a-8da580a466c6 · outbound

This paper cites Science China Information Sciences , volume=.

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Science China Information Sciences , volume=

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:55.969045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79d693e6-9423-41e1-a358-bb2ab48dfba3 · outbound

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

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Advances in Neural Information Processing Systems , volume=

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T01:50:56.049001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.