Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:31:32.699506Z
Paper Citation Record · LEDGER
PyVision: Agentic Vision with Dynamic Tooling
As of 22 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 33 inbound Pith citation observations for arXiv:2507.07998.
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 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:31:27.386319Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
61 of 61 outbound references displayed
- verified exact1
- verified fuzzy34
- unresolved26
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation a5afcafc-0273-46ad-be4e-927e30c5f5b6 · outbound
This paper cites Kimi k2: Open agentic intelligence, 2025.
PyVision: Agentic Vision with Dynamic Tooling Kimi k2: Open agentic intelligence, 2025
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.973594Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a80a638c-e8f9-4bf8-a0e3-225a37e9b62d · outbound
This paper cites Neural Module Networks.
PyVision: Agentic Vision with Dynamic Tooling Neural Module Networks
Reference 2
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T18:31:33.015212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f30aee14-a097-4513-9c8b-36d38b30948b · outbound
This paper cites Introducing claude 4, 2025.
PyVision: Agentic Vision with Dynamic Tooling Introducing claude 4, 2025
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:27.255136Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4ffdfc9-7646-4a7d-b84c-26b6d3f8d008 · outbound
This paper cites Vending-Bench: A Benchmark for Long-Term Coherence of Autonomous Agents.
PyVision: Agentic Vision with Dynamic Tooling Vending-Bench: A Benchmark for Long-Term Coherence of Autonomous Agents
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:27.304146Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4fbe6ac-4f8d-4c09-81e4-0ba531d0c67f · outbound
This paper cites Digirl: Training in-the-wild device-control agents with autonomous reinforcement learning.
PyVision: Agentic Vision with Dynamic Tooling Digirl: Training in-the-wild device-control agents with autonomous reinforcement learning
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.962785Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5db962fc-95de-4409-8749-377fe7432f98 · outbound
This paper cites Qwen2.5-VL Technical Report.
PyVision: Agentic Vision with Dynamic Tooling Qwen2.5-VL Technical Report
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:27.491410Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9d58846-db9a-453a-a287-9883022856e6 · outbound
This paper cites The opencv library.
PyVision: Agentic Vision with Dynamic Tooling The opencv library
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.953625Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8c07f8b5-7ea0-48c1-afd3-47702aeea6f2 · outbound
This paper cites Pillow (pil fork) documentation.
PyVision: Agentic Vision with Dynamic Tooling Pillow (pil fork) documentation
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.947488Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cd54909f-3672-4014-a516-d6a0f2ee7e97 · outbound
This paper cites ReTool: Reinforcement Learning for Strategic Tool Use in LLMs.
PyVision: Agentic Vision with Dynamic Tooling ReTool: Reinforcement Learning for Strategic Tool Use in LLMs
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:27.776963Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2041e0f-4789-4dc9-a2fa-2e6095c464d8 · outbound
This paper cites The parable of the parser, 2024.
PyVision: Agentic Vision with Dynamic Tooling The parable of the parser, 2024
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.940571Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e4c05125-3774-4e47-9910-2e3534eae56b · outbound
This paper cites ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving.
PyVision: Agentic Vision with Dynamic Tooling ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:27.922955Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad422b48-9cb7-4c5d-a36e-dfbd4c9192ac · outbound
This paper cites Visual programming: Compositional visual reasoning without training.
PyVision: Agentic Vision with Dynamic Tooling Visual programming: Compositional visual reasoning without training
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.934584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5d2c54b4-e500-41c6-a148-545b0ddcac12 · outbound
This paper cites Array programming with numpy.
PyVision: Agentic Vision with Dynamic Tooling Array programming with numpy
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.928141Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f8c2b910-1721-4eac-a620-ee4d592ff6bf · outbound
This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.
PyVision: Agentic Vision with Dynamic Tooling MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:28.170478Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7014bf67-8f38-4df1-9242-69d7d769e6f9 · outbound
This paper cites Cogagent: A visual language model for gui agents.
PyVision: Agentic Vision with Dynamic Tooling Cogagent: A visual language model for gui agents
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.921080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c1742524-cab3-455d-ad94-c969dd422554 · outbound
This paper cites OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation.
PyVision: Agentic Vision with Dynamic Tooling OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:28.376138Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a972770-ac20-4c00-b7c2-eccad7edc989 · outbound
This paper cites Smith, and Ranjay Krishna.
PyVision: Agentic Vision with Dynamic Tooling Smith, and Ranjay Krishna
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.915062Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 442b0998-98f2-4841-b469-03ae1c093bef · outbound
This paper cites OmniMedVQA: A new large-scale comprehensive evaluation benchmark for medical lvlm.
PyVision: Agentic Vision with Dynamic Tooling OmniMedVQA: A new large-scale comprehensive evaluation benchmark for medical lvlm
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.908647Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ed42a9dc-793f-4ef2-a7d0-9eeafbb72508 · outbound
This paper cites The ebbinghaus illusion: New contextual effects and theoretical considerations.
PyVision: Agentic Vision with Dynamic Tooling The ebbinghaus illusion: New contextual effects and theoretical considerations
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.902332Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b03bbfd6-b3cb-49de-9bd2-9892b6d89df1 · outbound
This paper cites Lawrence Zitnick, and Ross B.
PyVision: Agentic Vision with Dynamic Tooling Lawrence Zitnick, and Ross B
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.895814Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 75cf7c89-1322-4def-b4df-108e483bfa8c · outbound
This paper cites Berg, Wan-Yen Lo, Piotr Dollár, and Ross Girshick.
PyVision: Agentic Vision with Dynamic Tooling Berg, Wan-Yen Lo, Piotr Dollár, and Ross Girshick
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:28.797780Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fdb7487-9e38-4bb6-84f8-8b04c1c3b3f8 · outbound
This paper cites Large language models are zero-shot reasoners.
PyVision: Agentic Vision with Dynamic Tooling Large language models are zero-shot reasoners
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:28.982833Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 931ee908-e07d-44a4-808b-0b59cd8eaf9b · outbound
This paper cites Geochat: Grounded large vision-language model for remote sensing.
PyVision: Agentic Vision with Dynamic Tooling Geochat: Grounded large vision-language model for remote sensing
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.881818Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fb6c728a-b29f-46e4-8081-9b8b5be409b5 · outbound
This paper cites Visual abstract thinking empowers multimodal reasoning.
PyVision: Agentic Vision with Dynamic Tooling Visual abstract thinking empowers multimodal reasoning
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:29.279722Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee192e53-b4e5-455a-bd98-c1a2e3858031 · outbound
This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection.
PyVision: Agentic Vision with Dynamic Tooling Grounding dino: Marrying dino with grounded pre-training for open-set object detection
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.874844Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f2e3bad0-969e-4e2e-9f1a-1d30fcfc864d · outbound
This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.
PyVision: Agentic Vision with Dynamic Tooling MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:29.589394Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 344d5012-de0d-4b14-96a2-56ceeb213ae0 · outbound
This paper cites OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning.
PyVision: Agentic Vision with Dynamic Tooling OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:29.760587Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a59b88d-55d9-4c94-b67c-ab45b12a7114 · outbound
This paper cites Deepswe: Training a state-of- the-art coding agent from scratch by scaling rl, 2025.
PyVision: Agentic Vision with Dynamic Tooling Deepswe: Training a state-of- the-art coding agent from scratch by scaling rl, 2025
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.868413Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e1d7d82c-601a-411f-9a72-66e0f4ea3dcf · outbound
This paper cites Meet genspark super agent, 2025.
PyVision: Agentic Vision with Dynamic Tooling Meet genspark super agent, 2025
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.861776Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 197a3540-5274-497d-a21c-fa29b0e68979 · outbound
This paper cites Leave it to manus, 2025.
PyVision: Agentic Vision with Dynamic Tooling Leave it to manus, 2025
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.854518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2e74621c-771a-43e2-b2f2-0171f3cc1d8c · outbound
This paper cites pandas: a foundational python library for data analysis and statistics.
PyVision: Agentic Vision with Dynamic Tooling pandas: a foundational python library for data analysis and statistics
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.848306Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4b7ce66d-2765-475c-8809-aa5104cb95b0 · outbound
This paper cites Minimax-agent, 2025.
PyVision: Agentic Vision with Dynamic Tooling Minimax-agent, 2025
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.840890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 469f1617-f211-4f2a-a0f3-80e867d7c3f7 · outbound
This paper cites Computer-using agent, 2025.
PyVision: Agentic Vision with Dynamic Tooling Computer-using agent, 2025
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.834843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b7f2d26a-3c5c-4bc4-b2a8-6f2877ab00eb · outbound
This paper cites Introducing codex, 2025.
PyVision: Agentic Vision with Dynamic Tooling Introducing codex, 2025
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.828605Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 83171dec-3f29-444b-86d9-a074486d7b60 · outbound
This paper cites Introducing gpt-4.1 in the api, 2025.
PyVision: Agentic Vision with Dynamic Tooling Introducing gpt-4.1 in the api, 2025
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:30.720310Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20a06f0f-2bb5-4b71-872f-075f80a2e6cf · outbound
This paper cites New embedding models and api updates, 2025.
PyVision: Agentic Vision with Dynamic Tooling New embedding models and api updates, 2025
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.817040Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e6af9d75-02e2-41fa-bdda-ede0a940b1af · outbound
This paper cites Thinking with images, 2025.
PyVision: Agentic Vision with Dynamic Tooling Thinking with images, 2025
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:30.868992Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6d639d8-be91-4f6c-95e3-cc78812f599d · outbound
This paper cites Scikit-learn: Machine learning in python.
PyVision: Agentic Vision with Dynamic Tooling Scikit-learn: Machine learning in python
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.805786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9ac8b27e-f1aa-46b4-a416-0fb5fe86ec40 · outbound
This paper cites Cogcom: A visual language model with chain-of- manipulations reasoning.
PyVision: Agentic Vision with Dynamic Tooling Cogcom: A visual language model with chain-of- manipulations reasoning
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.798943Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 07a5976d-7bf5-4425-adb5-f7a9316b6d16 · outbound
This paper cites Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution.
PyVision: Agentic Vision with Dynamic Tooling Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:31.069199Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70cecc8f-284a-4e32-af48-ed0145684eef · outbound
This paper cites Vision language models are blind.
PyVision: Agentic Vision with Dynamic Tooling Vision language models are blind
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.791558Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 407671b6-0559-4652-9b9e-8f4ea6a3d8e5 · outbound
This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.
PyVision: Agentic Vision with Dynamic Tooling Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:31.218655Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bd79913-9728-404c-a379-a26deb8e6c40 · outbound
This paper cites VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge.
PyVision: Agentic Vision with Dynamic Tooling VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:31.285831Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b3771f1-cd2f-4d07-bf09-17bdae05c6aa · outbound
This paper cites Pixel reasoner: Incentivizing pixel-space reasoning with curiosity-driven reinforcement learning, 2025.
PyVision: Agentic Vision with Dynamic Tooling Pixel reasoner: Incentivizing pixel-space reasoning with curiosity-driven reinforcement learning, 2025
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.780989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bb083771-b684-4103-8f26-0be9d6397546 · outbound
This paper cites OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning.
PyVision: Agentic Vision with Dynamic Tooling OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:31.459660Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 375eccfd-7c3a-4b25-bb69-bf1e8de3b612 · outbound
This paper cites Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers.
PyVision: Agentic Vision with Dynamic Tooling Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:31.545459Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2512fa8c-dac7-4c13-b574-cf182776f8d5 · outbound
This paper cites Vipergpt: Visual inference via python execution for reasoning.
PyVision: Agentic Vision with Dynamic Tooling Vipergpt: Visual inference via python execution for reasoning
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.774092Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c722fbc1-6f37-4a7b-8cdc-f2b80c527ab4 · outbound
This paper cites scikit-image: image processing in python.
PyVision: Agentic Vision with Dynamic Tooling scikit-image: image processing in python
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.767157Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8db69a04-3847-4937-b68e-7e3248bd8f72 · outbound
This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.
PyVision: Agentic Vision with Dynamic Tooling Measuring multimodal mathematical reasoning with math-vision dataset
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.759629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4b6f3055-33ec-493a-99dd-05ba07a17155 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.
PyVision: Agentic Vision with Dynamic Tooling Chain-of-thought prompting elicits reasoning in large language models
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:31.843117Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0b244c4-a05d-424d-b512-b052d4c75723 · outbound
This paper cites Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models.
PyVision: Agentic Vision with Dynamic Tooling Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:31.892144Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09842a97-163d-4cc7-b5ea-5b173c0b839c · outbound
This paper cites V*: Guided visual search as a core mechanism in multimodal llms.
PyVision: Agentic Vision with Dynamic Tooling V*: Guided visual search as a core mechanism in multimodal llms
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:31.951813Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44ef97f2-5ca7-4ce4-a1d2-f6d557a1229f · outbound
This paper cites Simpletir: End-to-end reinforcement learning for multi-turn tool-integrated reasoning, 2025.
PyVision: Agentic Vision with Dynamic Tooling Simpletir: End-to-end reinforcement learning for multi-turn tool-integrated reasoning, 2025
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.668710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 52f10a0c-59d5-4d79-9771-72c77fa415a1 · outbound
This paper cites Set-of- mark prompting unleashes extraordinary visual grounding in gpt-4v, 2023.
PyVision: Agentic Vision with Dynamic Tooling Set-of- mark prompting unleashes extraordinary visual grounding in gpt-4v, 2023
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.661583Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ea9b7267-1f8b-4c22-bfd2-8c3fd6f69ba9 · outbound
This paper cites Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces.
PyVision: Agentic Vision with Dynamic Tooling Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:32.209763Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed78da75-e34c-4141-b2ca-788110a7c126 · outbound
This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.
PyVision: Agentic Vision with Dynamic Tooling MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:32.295973Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1d640ce-e04a-42f2-9e85-048d4473b3b0 · outbound
This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.
PyVision: Agentic Vision with Dynamic Tooling Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:32.362317Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38e358a9-a6f5-4292-8674-7ad28c74549f · outbound
This paper cites Chain-of-focus: Adaptive visual search and zooming for multimodal reasoning via rl, 2025.
PyVision: Agentic Vision with Dynamic Tooling Chain-of-focus: Adaptive visual search and zooming for multimodal reasoning via rl, 2025
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.649987Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 720b592a-6898-41c2-8f2b-40f2d7204a90 · outbound
This paper cites Gpt-4v(ision) is a generalist web agent, if grounded, 2024.
PyVision: Agentic Vision with Dynamic Tooling Gpt-4v(ision) is a generalist web agent, if grounded, 2024
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.557958Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8461bda1-210c-4f72-8b3e-370dcff5b415 · outbound
This paper cites thinking with images.
PyVision: Agentic Vision with Dynamic Tooling thinking with images
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:31:33.324538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d9b923a5-6bbe-4d9a-8f47-361dc0d74855 · outbound
This paper cites Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models.
PyVision: Agentic Vision with Dynamic Tooling Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:31:32.699506Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation af2c8f61-5ca4-4d2f-a1c4-f5ebfe77fa78 · inbound
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent cites this paper.
WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent PyVision: Agentic Vision with Dynamic Tooling
Reference 29
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-15T18:56:24.044382Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2794f6a5-d80c-424d-89cc-d2c57922a9a4 · inbound
Reinforced Visual Perception with Tools cites this paper.
Reinforced Visual Perception with Tools PyVision: Agentic Vision with Dynamic Tooling
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T12:27:05.095242Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eeb6d542-26f1-4307-9f40-689f54634db2 · inbound
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey PyVision: Agentic Vision with Dynamic Tooling
Reference 251
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T19:21:48.220855Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ddcf5c82-9bc7-460c-bc01-5b77b2822ba8 · inbound
Visual Programmability: A Guide for Code-as-Thought in Chart Understanding cites this paper.
Visual Programmability: A Guide for Code-as-Thought in Chart Understanding PyVision: Agentic Vision with Dynamic Tooling
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T19:27:21.033838Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 235dc788-36cb-4be8-ba9e-596e3c1590d3 · inbound
MGA: Memory-Driven GUI Agent for Observation-Centric Interaction cites this paper.
MGA: Memory-Driven GUI Agent for Observation-Centric Interaction PyVision: Agentic Vision with Dynamic Tooling
Reference 45
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T03:40:50.740545Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6931f53b-e1be-4109-bb6b-c72606bd812b · inbound
DeepEyesV2: Toward Agentic Multimodal Model cites this paper.
DeepEyesV2: Toward Agentic Multimodal Model PyVision: Agentic Vision with Dynamic Tooling
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T05:32:29.498700Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f94170cf-b049-48b5-851d-c6adbd6ef2f7 · inbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection cites this paper.
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection PyVision: Agentic Vision with Dynamic Tooling
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T21:41:17.866262Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e6390c02-024f-4951-900c-3745f142cba6 · inbound
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection cites this paper.
Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection PyVision: Agentic Vision with Dynamic Tooling
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T15:38:31.825682Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0f77327-d9e3-4bf3-aae6-3e1fe95c4ef6 · inbound
GeoBrowse: A Geolocation Benchmark for Agentic Tool Use with Expert-Annotated Reasoning Traces cites this paper.
GeoBrowse: A Geolocation Benchmark for Agentic Tool Use with Expert-Annotated Reasoning Traces PyVision: Agentic Vision with Dynamic Tooling
Reference 58
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T17:33:02.367416Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 41db582d-b477-4a42-ac40-35de59172d73 · inbound
Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models cites this paper.
Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models PyVision: Agentic Vision with Dynamic Tooling
Reference 55
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T00:20:53.921822Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0775de81-2189-4ba6-924b-93656a0fa437 · inbound
Seek-and-Solve: Benchmarking MLLMs for Visual Clue-Driven Reasoning in Daily Scenarios cites this paper.
Seek-and-Solve: Benchmarking MLLMs for Visual Clue-Driven Reasoning in Daily Scenarios PyVision: Agentic Vision with Dynamic Tooling
Reference 3
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-10T13:05:24.607064Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 841f10ab-b868-4e84-87fb-afda973faa5f · inbound
EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations cites this paper.
EVE: Verifiable Self-Evolution of MLLMs via Executable Visual Transformations PyVision: Agentic Vision with Dynamic Tooling
Reference 54
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T05:25:54.895084Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation af524508-e32c-48e9-9fda-b106791a3c8b · inbound
Global Context or Local Detail? Adaptive Visual Grounding for Hallucination Mitigation cites this paper.
Global Context or Local Detail? Adaptive Visual Grounding for Hallucination Mitigation PyVision: Agentic Vision with Dynamic Tooling
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:46:19.359514Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e85b6812-221f-4d2e-8405-af76f84ecb69 · inbound
Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model cites this paper.
Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model PyVision: Agentic Vision with Dynamic Tooling
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T07:17:29.015867Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 70b25b87-4e6b-4b36-8c7c-20f52e9f7855 · inbound
Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model cites this paper.
Self-Consistent Latent Reasoning: Long Latent Sequence Reasoning for Vision-Language Model PyVision: Agentic Vision with Dynamic Tooling
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T21:48:00.482768Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b5e4f74f-65fd-4dbc-b399-6da1e8d3ab65 · inbound
Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models cites this paper.
Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models PyVision: Agentic Vision with Dynamic Tooling
Reference 29
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T07:22:28.554337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 564a1284-f010-46ab-bcad-814caa943e57 · inbound
Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models cites this paper.
Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models PyVision: Agentic Vision with Dynamic Tooling
Reference 29
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T16:52:40.196796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b473b66f-281c-4dd4-87e1-114512777c74 · inbound
Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models cites this paper.
Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models PyVision: Agentic Vision with Dynamic Tooling
Reference 29
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T08:04:02.654171Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation be86f9df-0920-4262-bd4e-84d1cb2c1cdc · inbound
Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models cites this paper.
Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models PyVision: Agentic Vision with Dynamic Tooling
Reference 53
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T18:48:53.457068Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c30a972a-050c-4254-b6a1-64422ca970f8 · inbound
VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation cites this paper.
VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation PyVision: Agentic Vision with Dynamic Tooling
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T19:38:56.208850Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 40d11c3d-9144-48a4-81d0-1fb4e9adb112 · inbound
IndusAgent: Reinforcing Open-Vocabulary Industrial Anomaly Detection with Agentic Tools cites this paper.
IndusAgent: Reinforcing Open-Vocabulary Industrial Anomaly Detection with Agentic Tools PyVision: Agentic Vision with Dynamic Tooling
Reference 111
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T05:33:58.460480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4f90158f-42be-4726-884e-0c39e13cd00e · inbound
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning cites this paper.
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning PyVision: Agentic Vision with Dynamic Tooling
Reference 13
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-29T12:23:23.716945Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f11e5175-6788-4959-a676-2fa09fcf2b28 · inbound
VESTA: Visual Exploration with Statistical Tool Agents cites this paper.
VESTA: Visual Exploration with Statistical Tool Agents PyVision: Agentic Vision with Dynamic Tooling
Reference 58
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T19:56:10.491561Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0d3cdffa-618b-4f0d-b3fd-13a59f6767cb · inbound
DeepLatent: Think with Images via Parallel Latent Visual Reasoning cites this paper.
DeepLatent: Think with Images via Parallel Latent Visual Reasoning PyVision: Agentic Vision with Dynamic Tooling
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-06-28T20:22:37.736027Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f131c95a-ed36-496c-a213-3e8aeaa16c58 · inbound
Statistically Reliable LLM-Based Ranking Evaluation via Prediction-Powered Inference cites this paper.
Statistically Reliable LLM-Based Ranking Evaluation via Prediction-Powered Inference PyVision: Agentic Vision with Dynamic Tooling
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T06:06:41.655865Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c3c789f7-cd13-4ebc-a23d-15e19d8aaa67 · inbound
Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do cites this paper.
Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do PyVision: Agentic Vision with Dynamic Tooling
Reference 7
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-04T09:09:43.191017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 67fd6d48-7df4-4e46-af2a-04017a69c05f · inbound
From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.
From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models PyVision: Agentic Vision with Dynamic Tooling
Reference 149
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T15:09:55.245087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 63a62b00-6ced-4f98-8e12-1e0f1365632e · inbound
Latent Noise Mask for Reducing Visual Redundancy in Multimodal Large Language Models cites this paper.
Latent Noise Mask for Reducing Visual Redundancy in Multimodal Large Language Models PyVision: Agentic Vision with Dynamic Tooling
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T06:44:19.804975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 17bf2fa9-832a-4d4e-b810-02226b751b2b · inbound
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning cites this paper.
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning PyVision: Agentic Vision with Dynamic Tooling
Reference 48
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T13:26:58.497512Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 90cd6298-e4a7-4061-9495-76b0817be375 · inbound
CanvasAgent: Enabling Complex Image Creation and Editing via Visual Tool Orchestration cites this paper.
CanvasAgent: Enabling Complex Image Creation and Editing via Visual Tool Orchestration PyVision: Agentic Vision with Dynamic Tooling
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-07-11T15:24:53.016199Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0b2f9e1-cf90-44e3-8f8d-2e6eee964a40 · inbound
VC-Tooler: Learning Compositional and Adaptive Visual Tool Use cites this paper.
VC-Tooler: Learning Compositional and Adaptive Visual Tool Use PyVision: Agentic Vision with Dynamic Tooling
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T11:21:33.020557Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd061875-bfeb-490f-819e-a5db4e0e4a42 · inbound
InSight-doc: Agentic Visual Perception for Long-Document Understanding cites this paper.
InSight-doc: Agentic Visual Perception for Long-Document Understanding PyVision: Agentic Vision with Dynamic Tooling
Reference 138
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T20:43:53.033370Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b20e04b2-c8af-4885-aab2-9b3f0944e60b · inbound
Advancing MLLM-based UAV Image Understanding and Reasoning: A Benchmark and a Training-Free Multi-Agent System cites this paper.
Advancing MLLM-based UAV Image Understanding and Reasoning: A Benchmark and a Training-Free Multi-Agent System PyVision: Agentic Vision with Dynamic Tooling
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T00:31:27.386319Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.