Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-01T06:02:48.532478Z
Paper Citation Record · LEDGER
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search
As of 5 August 2026, this Paper Citation Record lists 100 of 112 outbound references and 1 inbound Pith citation observation for arXiv:2606.31504.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T20:12:41.988764Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
100 of 112 outbound references displayed
- verified exact7
- verified fuzzy39
- unresolved3
- parse uncertain1
- malformed identifier0
- metadata mismatch50
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6ad6b6c6-2c8d-42bc-8c53-fde35b53ed31 · outbound
This paper cites VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.069237Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f3e81498-2d6e-4eb4-9ef4-0765f7879b06 · outbound
This paper cites Thinking with Images.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Thinking with Images
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.101075Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 29a98546-e717-4f6e-8a16-882e56a36ea2 · outbound
This paper cites an unresolved cited work.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T19:42:52.062699Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 03e8a6bc-939d-4bc1-a0c1-da303bc3f8a3 · outbound
This paper cites an unresolved cited work.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Unresolved cited work
Reference 4
- Resolution
- parse uncertain
- raw_fallback, observed 2026-07-06T19:42:52.041252Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bfdd0d8b-b9a5-4961-a699-38cd3a818d0f · outbound
This paper cites 2025 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , eprint=
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.056270Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation acc800f7-de2f-424e-aaed-24d5c04790d9 · outbound
This paper cites VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning
Reference 6
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.066581Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7b64e136-b0e7-48a7-aab3-b0eb9a577ca5 · outbound
This paper cites 2024 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2024 , eprint=
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.064235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 79401c8d-f6da-493d-9a4a-c79e09338a34 · outbound
This paper cites arXiv preprint arXiv:2503.17736 , year=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search arXiv preprint arXiv:2503.17736 , year=
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:55:41.118638Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 361c6b2b-befe-41d5-a36c-3804fd0aae59 · outbound
This paper cites arXiv preprint arXiv:2510.01304 , year=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search arXiv preprint arXiv:2510.01304 , year=
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:55:41.072500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3eb0f212-f950-4b84-8611-22753e05feaf · outbound
This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
Reference 10
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.121328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a2df1216-c293-42f3-8d10-93a084f2d78f · outbound
This paper cites VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents
Reference 11
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.101023Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ffcb9074-f493-45e7-9105-fc41db62a60b · outbound
This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.095461Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ae090992-759d-4226-a979-701ec7a254be · outbound
This paper cites European Conference on Computer Vision , pages=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search European Conference on Computer Vision , pages=
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.135001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 67628cd9-96b1-432f-83b0-1ef5a9fc837d · outbound
This paper cites Advances in Neural Information Processing Systems , volume=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Advances in Neural Information Processing Systems , volume=
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.057654Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 29fa10ae-e20b-4f7f-a9e0-0166db4b1ba8 · outbound
This paper cites Advances in Neural Information Processing Systems , volume=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Advances in Neural Information Processing Systems , volume=
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.119454Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a8c246b5-bccd-4061-b91b-bee0bcf7863d · outbound
This paper cites an unresolved cited work.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T19:42:52.109838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 431c2783-0490-46a0-9ca1-37780e126e85 · outbound
This paper cites Unicorn: Towards self-improving unified multimodal models through self- generated supervision.arXiv preprint arXiv:2601.03193.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Unicorn: Towards self-improving unified multimodal models through self- generated supervision.arXiv preprint arXiv:2601.03193
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:55:41.124469Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c4536b00-4ab5-4e96-a119-7e398e354b41 · outbound
This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.059831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d4f12b68-bd02-4b08-abd5-200d5185b582 · outbound
This paper cites Dualvla: Building a generalizable embodied agent via partial decoupling of reasoning and action.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Dualvla: Building a generalizable embodied agent via partial decoupling of reasoning and action
Reference 19
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.034062Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1a7a4e19-1268-4d10-a232-8b4d46724ac3 · outbound
This paper cites CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios
Reference 20
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.046656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation eee4709d-d147-47d7-81fa-b1206a14b403 · outbound
This paper cites Interleaving Reasoning for Better Text-to-Image Generation.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Interleaving Reasoning for Better Text-to-Image Generation
Reference 21
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.095644Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation acab2b90-c6e1-4cd5-a361-d1d4f6ce04a5 · outbound
This paper cites Seeking and Updating with Live Visual Knowledge.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Seeking and Updating with Live Visual Knowledge
Reference 22
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.084165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2054354b-ace9-42f5-8785-7e4b8c3bac57 · outbound
This paper cites Skywork-r1v4: Toward agentic multimodal intelligence through interleaved thinking with images and deepresearch.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Skywork-r1v4: Toward agentic multimodal intelligence through interleaved thinking with images and deepresearch
Reference 23
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.061229Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 42b74b7e-5d50-4a3b-96fa-edba4aa344da · outbound
This paper cites Perception in Reflection.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Perception in Reflection
Reference 24
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.040909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5be87b9c-9130-4bcc-94f8-12733544e2af · outbound
This paper cites 2025 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , eprint=
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.127705Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d6fc5e38-2f90-4891-9da6-fbe3c62f970b · outbound
This paper cites 2025 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , eprint=
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.117169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 685d27a1-7769-41b7-b776-a1cf4b5f2668 · outbound
This paper cites Neurocomputing , pages=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Neurocomputing , pages=
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.117819Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a474e046-aba8-4fdf-bd48-7def7ad91a5d · outbound
This paper cites 2026 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , eprint=
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.112305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 962d284c-7a02-4f48-ae17-13c6057b2432 · outbound
This paper cites 2026 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , eprint=
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.113884Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 93e6849e-fb27-4664-b479-cdbd8127c055 · outbound
This paper cites 2026 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , eprint=
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.113030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b857644c-6165-4886-8ff0-c615c7bae7d4 · outbound
This paper cites 2026 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , eprint=
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.101738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fe3e901f-55b9-4e00-bfbf-9b2d11d3855e · outbound
This paper cites International conference on machine learning , pages=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search International conference on machine learning , pages=
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.099463Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b71b5069-b442-4a04-b5f2-07aecadef0e7 · outbound
This paper cites arXiv preprint arXiv:2602.13179 , year=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search arXiv preprint arXiv:2602.13179 , year=
Reference 33
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:55:41.097066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ac6cfc67-55ce-4d24-962f-36c1d534b5f2 · outbound
This paper cites Mm-deepresearch: A simple and effective multimodal agentic search baseline.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Mm-deepresearch: A simple and effective multimodal agentic search baseline
Reference 34
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.089525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dd23e93f-8f5a-40a0-afc8-1a205c3a6830 · outbound
This paper cites 2025 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , eprint=
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.122532Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 49c68206-be00-49d2-98a3-9263f0ea2ccb · outbound
This paper cites MMSearch-R1: Incentivizing LMMs to Search.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search MMSearch-R1: Incentivizing LMMs to Search
Reference 36
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.078480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b746ed0d-8b01-4c8d-99f4-87a83d358cac · outbound
This paper cites 2026 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , eprint=
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.068066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b0aeb0a8-1e67-46c2-ac00-ce0132816b85 · outbound
This paper cites 2026 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , eprint=
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.111420Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8f2ae59a-9322-4310-8267-c4907a10afbd · outbound
This paper cites arXiv preprint arXiv:2510.12801 , year=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search arXiv preprint arXiv:2510.12801 , year=
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:55:41.055282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b684a661-c7a1-4e4e-9a76-2df8839e7ce6 · outbound
This paper cites WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 40
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.130831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dab0ec63-3c0b-4bbd-8bc1-1efd01b45c91 · outbound
This paper cites DeepEyesV2: Toward Agentic Multimodal Model.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search DeepEyesV2: Toward Agentic Multimodal Model
Reference 41
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.029945Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c533f4ab-bbc7-48cf-85db-7548896a4a17 · outbound
This paper cites Tongyi DeepResearch Technical Report.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Tongyi DeepResearch Technical Report
Reference 42
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.035042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 71505682-a504-446f-b65b-9e32eac8a431 · outbound
This paper cites WebDancer: Towards Autonomous Information Seeking Agency.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search WebDancer: Towards Autonomous Information Seeking Agency
Reference 43
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.032622Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 42029e07-9510-43c9-8313-1e4566dfc62c · outbound
This paper cites WebSailor: Navigating Super-human Reasoning for Web Agent.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search WebSailor: Navigating Super-human Reasoning for Web Agent
Reference 44
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.038106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 17bd6541-8f60-43e2-bfb6-146a0be988c4 · outbound
This paper cites WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization
Reference 45
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.049767Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8c6c8a51-a143-4c4d-8eeb-2a5df97e6230 · outbound
This paper cites Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Proceedings of the IEEE/CVF International Conference on Computer Vision , pages=
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.114722Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dceecf65-f443-442e-b467-450af32bffb6 · outbound
This paper cites IEEE transactions on pattern analysis and machine intelligence , volume=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search IEEE transactions on pattern analysis and machine intelligence , volume=
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.103483Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fcf7514f-5791-4cb5-b6b6-aacdc5ce8d7c · outbound
This paper cites Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?
Reference 48
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.073138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6c3c5191-793f-4bca-975f-b36bea30bd9c · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 49
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.051613Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 18703d7a-ba19-4c40-971b-5f8c7f9b4ab2 · outbound
This paper cites Proximal Policy Optimization Algorithms.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Proximal Policy Optimization Algorithms
Reference 50
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.016388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 239291d9-5a1e-4b7f-850e-3639d5076a21 · outbound
This paper cites Advances in neural information processing systems , volume=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Advances in neural information processing systems , volume=
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.107369Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5ac33137-e65f-4729-8bcc-2b8b0edcf2e7 · outbound
This paper cites The eleventh international conference on learning representations , year=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search The eleventh international conference on learning representations , year=
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.109054Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 10e6e54c-0a4f-4786-994d-c0078531566f · outbound
This paper cites WebWalker: Benchmarking LLMs in Web Traversal.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search WebWalker: Benchmarking LLMs in Web Traversal
Reference 53
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.075928Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 98529143-6cbc-4d46-b29c-cdceeaf6a2bf · outbound
This paper cites 2022 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2022 , eprint=
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.116283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation acea1636-4b98-4732-b8a4-2de9b6b1c0c7 · outbound
This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) , address=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations) , address=
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.133427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation af7a3e79-6ebe-462c-8d4d-1df062196e00 · outbound
This paper cites 2025 , note=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , note=
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.120978Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ce9ae6f0-447c-4f5e-8234-c4c5295bfc2b · outbound
This paper cites Nature , volume=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Nature , volume=
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.124215Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 58293b5a-1fdf-4b0d-8b1d-cc4cdba8e618 · outbound
This paper cites an unresolved cited work.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-07-06T19:42:52.066345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3080fcb4-f96c-4ba0-901a-6ba8fbed86bb · outbound
This paper cites AdaTooler-V: Adaptive Tool-Use for Images and Videos.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search AdaTooler-V: Adaptive Tool-Use for Images and Videos
Reference 59
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.023761Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b17426f0-44c3-46f9-a691-930410cb760e · outbound
This paper cites Reinforcement Learning for Long-Horizon Interactive LLM Agents.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Reinforcement Learning for Long-Horizon Interactive LLM Agents
Reference 60
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.045805Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e15c3cc4-439f-426b-a03c-ebff861f4c68 · outbound
This paper cites Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in LLMs.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in LLMs
Reference 61
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:40.998276Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c44437e5-3c30-45cb-87c0-be5f29ba793d · outbound
This paper cites Defeating the training-inference mismatch via fp16.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Defeating the training-inference mismatch via fp16
Reference 62
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.078389Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 602ba686-49ec-4aa5-b33b-f011dee5e326 · outbound
This paper cites arXiv preprint arXiv:2508.21475 , year=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search arXiv preprint arXiv:2508.21475 , year=
Reference 63
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:55:40.995463Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dab99be2-7e7d-4b1d-848e-236bf264d3f2 · outbound
This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Reference 64
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.089433Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 50923cda-7082-415f-94e1-e63f46aa2a7e · outbound
This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Video-R1: Reinforcing Video Reasoning in MLLMs
Reference 65
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:40.999935Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c0ca7ef7-8381-4aa6-8320-8138680e6353 · outbound
This paper cites OpenAI GPT-5 System Card.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search OpenAI GPT-5 System Card
Reference 66
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.094454Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3019657a-141b-4ac9-9a47-a5f79c7f8ceb · outbound
This paper cites preprint , year=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search preprint , year=
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.140666Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 033dc960-9d9e-427d-a1ab-7e138f0392dd · outbound
This paper cites Exploring Reasoning Reward Model for Agents.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Exploring Reasoning Reward Model for Agents
Reference 68
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.081196Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6a40070d-4542-4897-b336-f00cb184b8c2 · outbound
This paper cites Advancing multimodal reasoning: From optimized cold start to staged reinforcement learning.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Advancing multimodal reasoning: From optimized cold start to staged reinforcement learning
Reference 69
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.083901Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 45727e8b-886c-4075-b1e2-40a09aa85c94 · outbound
This paper cites Ares: Multimodal adaptive reasoning via difficulty-aware token-level entropy shaping.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Ares: Multimodal adaptive reasoning via difficulty-aware token-level entropy shaping
Reference 70
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:40.986559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 57289a58-0f10-4e95-aa51-2bf49b0bb18d · outbound
This paper cites Unify-agent: A unified multimodal agent for world-grounded image synthesis.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Unify-agent: A unified multimodal agent for world-grounded image synthesis
Reference 71
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:40.994869Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 56bd7bb7-9534-40f1-8399-458dc3aabf6c · outbound
This paper cites Gen-Searcher: Reinforcing Agentic Search for Image Generation.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Gen-Searcher: Reinforcing Agentic Search for Image Generation
Reference 72
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.026282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fb818180-84de-484a-82d6-2913b82fa344 · outbound
This paper cites Vision-deepresearch: Incentivizing deepresearch capability in multimodal large language models.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Vision-deepresearch: Incentivizing deepresearch capability in multimodal large language models
Reference 73
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.113049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4ccdafa4-236b-4c7d-852a-37fc7cf0d158 · outbound
This paper cites OneThinker: All-in-one Reasoning Model for Image and Video.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search OneThinker: All-in-one Reasoning Model for Image and Video
Reference 74
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.102219Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c59e0fe2-fc51-4ef0-bd2a-161e8457dfad · outbound
This paper cites 2026 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , eprint=
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.048845Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3120e6f4-a748-47ca-8b1e-74ebb7681ceb · outbound
This paper cites Qwen3-VL Technical Report.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Qwen3-VL Technical Report
Reference 76
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.031528Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bb4bd3bc-f1f9-4383-adac-a81bc1158653 · outbound
This paper cites 2025 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , eprint=
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.127861Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6c2f14b3-eb53-43d7-b364-44a2f9467c30 · outbound
This paper cites 2025 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , eprint=
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.118960Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 316a23a1-8827-4d56-ae2d-b7e8349b24dd · outbound
This paper cites Visual Agentic Reinforcement Fine-Tuning.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Visual Agentic Reinforcement Fine-Tuning
Reference 79
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.099651Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0324ccad-ee85-4125-b952-3a2ee483ddf8 · outbound
This paper cites Sensenova-mars: Empowering multimodal agentic reasoning and search via reinforcement learning.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Sensenova-mars: Empowering multimodal agentic reasoning and search via reinforcement learning
Reference 80
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.092050Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6a616c57-439c-466e-bd02-e7b3cc0df672 · outbound
This paper cites 2025 , url=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , url=
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.086095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 521b5873-bd81-4f16-b56e-caa6457d77be · outbound
This paper cites 2025 , url=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2025 , url=
Reference 82
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.067765Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 724ba978-deca-406a-b613-0e92d8842bf5 · outbound
This paper cites 2026 , url=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , url=
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.138828Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9e45b437-55a5-4776-a888-3ee9dbdffe4b · outbound
This paper cites 2024 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2024 , eprint=
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.102694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ef9f0b62-3fda-4aec-8175-b5d661975512 · outbound
This paper cites POINTS-Seeker: An Open Recipe for Multimodal Search Agents with Visual Memory Management.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search POINTS-Seeker: An Open Recipe for Multimodal Search Agents with Visual Memory Management
Reference 86
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.119803Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f9452d54-f3c7-4687-8792-e2a39b5a7f64 · outbound
This paper cites 2026 , eprint=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search 2026 , eprint=
Reference 87
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.120686Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ad8b04a9-4955-420c-b88b-a56da3357407 · outbound
This paper cites MTA-Agent: An Open Recipe for Multimodal Deep Search Agents.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search MTA-Agent: An Open Recipe for Multimodal Deep Search Agents
Reference 88
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.122451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 543d5219-7179-415d-a002-d5a7768c53c5 · outbound
This paper cites HyperEyes: Dual-Grained Efficiency-Aware Reinforcement Learning for Parallel Multimodal Search Agents.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search HyperEyes: Dual-Grained Efficiency-Aware Reinforcement Learning for Parallel Multimodal Search Agents
Reference 89
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.115130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dfa63536-4a7b-4de6-87c7-ee8731cc5cd3 · outbound
This paper cites OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents
Reference 90
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.110308Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9c52ecf9-c3c0-44f1-b5d5-be3c7fdee250 · outbound
This paper cites ProMMSearchAgent: A Generalizable Multimodal Search Agent Trained with Process-Oriented Rewards.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search ProMMSearchAgent: A Generalizable Multimodal Search Agent Trained with Process-Oriented Rewards
Reference 91
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:41.018928Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dc94115d-5110-4696-8638-4acadc6fde3c · outbound
This paper cites Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning
Reference 92
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-01T09:55:40.970085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1f652808-5145-4864-8356-7f7d3553c34d · outbound
This paper cites Advances in Neural Information Processing Systems , volume=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Advances in Neural Information Processing Systems , volume=
Reference 93
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.053873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 51677344-b95d-49e3-8e2f-50844f5ecf2c · outbound
This paper cites April: Active partial rollouts in reinforcement learning to tame long-tail generation.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search April: Active partial rollouts in reinforcement learning to tame long-tail generation
Reference 94
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.104839Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 282d559a-208e-4de4-bc67-90385ea44088 · outbound
This paper cites Improving sampling efficiency in rlvr through adaptive rollout and response reuse.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Improving sampling efficiency in rlvr through adaptive rollout and response reuse
Reference 95
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.093056Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 969fafd2-6966-4ba2-b702-8833ed3cc09c · outbound
This paper cites Train less, learn more: Adaptive efficient rollout optimization for group-based reinforcement learning.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Train less, learn more: Adaptive efficient rollout optimization for group-based reinforcement learning
Reference 96
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:41.081305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6cb1066b-518a-4336-a7c5-b8a33d590ff4 · outbound
This paper cites Advances in Neural Information Processing Systems , volume=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Advances in Neural Information Processing Systems , volume=
Reference 97
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.043611Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9374c308-4a5f-4f24-a75a-171cd1dfa462 · outbound
This paper cites Mykola Khandoga, Rui Yuan, and Vinay Kumar Sankarapu.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Mykola Khandoga, Rui Yuan, and Vinay Kumar Sankarapu
Reference 98
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:40.953687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a9c093aa-63a7-43e6-acd8-7abd52e0596d · outbound
This paper cites V., Jeon, M., Vu, K., Lai, V., and Yang, E.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search V., Jeon, M., Vu, K., Lai, V., and Yang, E
Reference 99
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T09:55:40.957789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3365e9f0-a338-4a39-9fa4-28d8bf4c79f3 · outbound
This paper cites arXiv preprint arXiv:2511.05589 , year=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search arXiv preprint arXiv:2511.05589 , year=
Reference 100
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T09:55:40.965842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 98a60e58-4c37-480f-8874-49e4a51ebe04 · outbound
This paper cites Proceedings of the 21st European Conference on Computer Systems , pages=.
SimpleSearch-VL: A Simple Recipe for Multimodal Agentic Deep Search Proceedings of the 21st European Conference on Computer Systems , pages=
Reference 101
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-06T19:42:52.061147Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
Observation 404f64ff-41f8-4f5a-9261-8719fb7b2936 · inbound
DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents cites this paper.
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.