Paper Citation Record · LEDGER

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents

As of 20 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2608.01827.

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

pith.paper-citation-record.v1
2608.01827 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:12:42.179988Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

36 of 36 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
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malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d9423d4-4788-4748-bcd7-7a10b8702e81 · outbound

This paper cites Qwen3-VL Technical Report.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Qwen3-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:41.962725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e050e9b1-1088-4e5b-83d6-b833a455c029 · outbound

This paper cites Zheng Chu, Xiao Wang, Jack Hong, Huiming Fan, Yuqi Huang, Yue Yang, Guohai Xu, Chenxiao Zhao, Cheng Xiang, Shengchao Hu, Dongdong Kuang, Ming Liu, Bing Qin, and Xing Yu.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Zheng Chu, Xiao Wang, Jack Hong, Huiming Fan, Yuqi Huang, Yue Yang, Guohai Xu, Chenxiao Zhao, Cheng Xiang, Shengchao Hu, Dongdong Kuang, Ming Liu, Bing Qin, and Xing Yu

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:41.979882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5611415-cf2c-42f0-9d0d-4efdcea32deb · outbound

This paper cites Gheorghe Comanici, Eric Bieber, Mike Schaekermann, Ice Pasupat, Noveen Sachdeva, Inderjit Dhillon, Marcel Blistein, Ori Ram, Dan Zhang, Evan Rosen, et al.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Gheorghe Comanici, Eric Bieber, Mike Schaekermann, Ice Pasupat, Noveen Sachdeva, Inderjit Dhillon, Marcel Blistein, Ori Ram, Dan Zhang, Evan Rosen, et al

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:41.984234Z

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Unavailable: canonical work link unavailable.

Observation 404f64ff-41f8-4f5a-9261-8719fb7b2936 · outbound

This paper cites SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:41.988764Z

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Unavailable: canonical work link unavailable.

Observation 5d3d2c9c-c33d-4993-a093-7327a153f263 · outbound

This paper cites Towards Long-horizon Agentic Multimodal Search.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Towards Long-horizon Agentic Multimodal Search

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:41.996482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d81ff00-6fa5-4cca-96d8-eb93c7f3c713 · outbound

This paper cites WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.009030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 892b84f0-d8ab-4bc6-98c6-616c36a5c3f2 · outbound

This paper cites DeepEyesV2: Toward Agentic Multimodal Model.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents DeepEyesV2: Toward Agentic Multimodal Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.013532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb88e0b0-1e4e-44b2-98c6-c2d4f191009a · outbound

This paper cites Aaron Hurst, Adam Lerer, Adam P Goucher, Adam Perelman, Aditya Ramesh, Aidan Clark, AJ Os- trow, Akila Welihinda, Alan Hayes, Alec Radford, et al.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Aaron Hurst, Adam Lerer, Adam P Goucher, Adam Perelman, Aditya Ramesh, Aidan Clark, AJ Os- trow, Akila Welihinda, Alan Hayes, Alec Radford, et al

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.018412Z

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Observation 9d769d97-c830-4c32-9063-622e16ff2eb6 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.024196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88633362-19b6-4208-a7c2-7f1537111056 · outbound

This paper cites Dense passage retrieval for open-domain question answering.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Dense passage retrieval for open-domain question answering

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.029575Z

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Unavailable: canonical work link unavailable.

Observation feac6c70-0f00-45e4-b784-912a931ab08c · outbound

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

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents LLaVA-OneVision: Easy Visual Task Transfer

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.042253Z

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Unavailable: canonical work link unavailable.

Observation 217f99a1-192d-44ee-8159-68ca65c503c5 · outbound

This paper cites POINTS-Seeker: An Open Recipe for Multimodal Search Agents with Visual Memory Management.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents POINTS-Seeker: An Open Recipe for Multimodal Search Agents with Visual Memory Management

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.052599Z

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Unavailable: canonical work link unavailable.

Observation 78506f83-5591-4135-b590-5f2c44410972 · outbound

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

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.060852Z

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Unavailable: canonical work link unavailable.

Observation c6f67419-a36b-467b-932f-d306dfc57dd5 · outbound

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

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.068290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60386b90-9290-4f6e-8d2c-e07f6bae7f20 · outbound

This paper cites Tongyi DeepResearch Team, Baixuan Li, Bo Zhang, Dingchu Zhang, Fei Huang, Guangyu Li, Guoxin Chen, Huifeng Yin, Jialong Wu, Jingren Zhou, et al.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Tongyi DeepResearch Team, Baixuan Li, Bo Zhang, Dingchu Zhang, Fei Huang, Guangyu Li, Guoxin Chen, Huifeng Yin, Jialong Wu, Jingren Zhou, et al

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.076462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26b77e54-b248-46cf-9d65-ccf3a1e0ae6b · outbound

This paper cites GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.082147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 496c2b04-519a-410b-9bee-1d53c9b93c69 · outbound

This paper cites MMSearch-R1: Incentivizing LMMs to Search.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents MMSearch-R1: Incentivizing LMMs to Search

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.088950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa6b4dde-14c5-4823-a456-ff72a02ffb29 · outbound

This paper cites Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.095785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b97f5b84-3a10-4487-8d11-1ccfe8c83459 · outbound

This paper cites MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.111366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 953d8c11-78f8-452f-a89b-5affbb36be52 · outbound

This paper cites VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.116439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a559008a-7990-43ca-9ece-188a1c14b0eb · outbound

This paper cites an unresolved cited work.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.125011Z

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Unavailable: canonical work link unavailable.

Observation b1f9324f-97e0-4bb1-bd87-a96daf0d96a2 · outbound

This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.129749Z

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Unavailable: canonical work link unavailable.

Observation 0a86ef83-6427-40a2-ab72-ed33acf8bd9a · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.138153Z

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Observation 0f5b9001-aa67-4fb9-94f1-0b23653c353c · outbound

This paper cites an unresolved cited work.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.144421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e83234b5-0a63-4d5d-bdcb-f107f9dc3af2 · outbound

This paper cites In parallel, the available operations have expanded from fixed crops to code-synthesized image trans- formations (Zhao et al., 2025; Zhang et al., 2025a).

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents In parallel, the available operations have expanded from fixed crops to code-synthesized image trans- formations (Zhao et al., 2025; Zhang et al., 2025a)

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.150086Z

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Unavailable: canonical work link unavailable.

Observation 44ec025f-dec5-470e-8227-262cfedc490b · outbound

This paper cites an unresolved cited work.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.155917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62850fa8-88c1-44b1-8bb6-2b94b4176514 · outbound

This paper cites an unresolved cited work.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.161611Z

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Unavailable: canonical work link unavailable.

Observation be2a69e2-1ee4-4758-81d8-900bf5393443 · outbound

This paper cites an unresolved cited work.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.166791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4ef8492-b1b0-4011-83e5-8241e1e754bd · outbound

This paper cites This improves the placement of input-side visual grounding, but the image still substitutes for a node in a reasoning chain that was constructed in text.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents This improves the placement of input-side visual grounding, but the image still substitutes for a node in a reasoning chain that was constructed in text

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.174223Z

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Unavailable: canonical work link unavailable.

Observation 928e62f2-d364-4e78-807d-505078971c75 · outbound

This paper cites an unresolved cited work.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.179988Z

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Unavailable: canonical work link unavailable.

Observation a80f6a26-000f-463e-8577-c0dcf86fb309 · outbound

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

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.036366Z

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Unavailable: canonical work link unavailable.

Observation 062a7e2f-f049-4c64-a1ea-56af2d26a6a0 · outbound

This paper cites Glyph: Scaling context windows via visual-text compression.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Glyph: Scaling context windows via visual-text compression

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:41.975027Z

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Observation 8f8d441d-ba36-4b04-b600-f5ff5f4fd9b4 · outbound

This paper cites Agentfold: Long-horizon web agents with proactive context management.arXiv preprint arXiv:2510.24699,.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Agentfold: Long-horizon web agents with proactive context management.arXiv preprint arXiv:2510.24699,

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.105883Z

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Unavailable: canonical work link unavailable.

Observation 2483c9bf-2a8b-4e58-8a2f-887094768af8 · outbound

This paper cites WebSailor: Navigating Super-human Reasoning for Web Agent.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents WebSailor: Navigating Super-human Reasoning for Web Agent

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.046835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 253414bc-4f8e-4eae-9edf-9ee0c0376758 · outbound

This paper cites Seeking and Updating with Live Visual Knowledge.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Seeking and Updating with Live Visual Knowledge

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:42.003038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 056490da-a8f0-40c0-8548-b938139922aa · outbound

This paper cites OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents.

DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-04T20:12:41.969149Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.