Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T01:17:55.500268Z
Paper Citation Record · LEDGER
As of 14 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 54 inbound Pith citation observations for arXiv:2509.07969.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T01:17:55.500268Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:43:52.502221Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
51 of 51 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Observation 29292827-3db2-486f-aa57-27256a6f0abd · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search End-to-end rl training for emerging agentic capabilities
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1177d351-b648-464e-8b66-dca5c42bcf72 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Flamingo: a visual language model for few-shot learning
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 60926fe9-2b51-43da-99e7-d36ac3d0fe89 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Claude 3.5 Sonnet
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation bd5801c3-3ef1-474f-8150-956278bee8b6 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Qwen2.5-VL Technical Report
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f08f5064-e365-4021-ad23-68bb049e3198 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 83194700-3e36-47b9-acfe-ce0ef2d310ab · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation cf5555a3-91d0-472c-b320-e5c9e72f4d97 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3e7641fd-4b35-4fd9-9032-e4e2dc37d958 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 954219df-594d-4f8e-8c2b-76552bcc5654 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Llava-uhd: an lmm perceiving any aspect ratio and high-resolution images
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9937cf10-b2ee-499c-97ed-6b226d3e1a4c · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search REINFORCE++: Stabilizing Critic-Free Policy Optimization with Global Advantage Normalization
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 99990f56-d569-45b9-a0b4-c0c7fb008588 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation b1326d94-34ca-4045-b2c9-b94ba72f6096 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search High-Resolution Visual Reasoning via Multi-Turn Grounding-Based Reinforcement Learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 90015bd6-9f86-4ffe-a7cb-3ea3f2900f22 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search GPT-4o System Card
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3d77dbb2-6eb4-4ab0-9026-8f07a936a697 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Buy 4 reinforce samples, get a baseline for free! In DeepRLStructPred@ICLR
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7d4d5989-5aba-42e6-80d8-c530da6a9aa2 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search LLaVA-OneVision: Easy Visual Task Transfer
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4decabbf-88ca-4b45-9f26-4fc0e6e38fec · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Aria: An Open Multimodal Native Mixture-of-Experts Model
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ce7eca06-4527-4969-bc2d-cd8ca7de113a · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation b7990892-a328-47a6-b3cf-d1b4d368752d · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ffbbbbdb-77e0-4595-89f7-d4ccdb1ba77c · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search WebSailor: Navigating Super-human Reasoning for Web Agent
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3ad2d55c-87ec-4197-8706-30684875b56a · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Remax: A simple, effective, and efficient method for aligning large language models
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1608f125-0930-4e78-b52a-7949511fec27 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Vila: On pre-training for visual language models
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4902e45a-49c9-4595-88fa-6e5f0f7b836e · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Visual instruction tuning.Advances in neural information processing systems, 36
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c8166fcb-4fac-4ded-8a93-f850cf6f48bf · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Understanding r1-zero-like training: A critical perspective
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 15cec958-7ec3-4615-9b26-6c5f62af0959 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Visual-RFT: Visual Reinforcement Fine-Tuning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7140552f-ec9d-448e-97bf-b4347eeb36f3 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ccef3016-2af6-4d21-82e4-97fc9798ed8a · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 69fc7c65-c791-483a-b964-f23b86a13093 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Llama 3.2: Revolutionizing edge AI and vision with open, customizable models.https://ai.meta.com/ blog/llama-3-2-connect-2024-vision-edge-mobile-devices/
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f4f7c911-4a12-45a7-b204-573176618afa · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Introducing o3 and o4-mini
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d7f46d92-47e2-41d1-bee6-7e72e91acd75 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Proximal Policy Optimization Algorithms
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ff6429e6-b6a8-4afc-924b-560804782696 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Visual cot: Unleashing chain-of-thought reasoning in multi-modal language models.CoRR
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ac560eb6-3b1d-472b-bf83-2457d50a12f5 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6ed13dfe-f0ce-474e-9082-326250f23159 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 151c97e6-cc10-440d-8fa4-b7e7bf2c842b · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d734f225-f6ed-4564-bf8f-dc6668e9d407 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Gemini: A Family of Highly Capable Multimodal Models
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f313d6f3-5f16-498b-8f70-3f2e75b6bbed · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Kimi K2: Open Agentic Intelligence
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ff25f9ea-9d50-4bec-a63e-616b03eb82c8 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation cfdd6017-786b-478c-ab35-6ab030ffa581 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Divide, conquer and combine: A training-free framework for high-resolution image perception in multimodal large language models
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d675e7e9-60aa-4a7e-9266-62669caf40b5 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Chain-of-thought prompting elicits reasoning in large language models.Advancesin neural information processing systems, 35:24824–24837
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 85a9bdd8-8d8b-4cfe-a3e8-a3b136ec7bd7 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Williams
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e3eace9c-2aa3-48a9-a23e-147b65808920 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search MMSearch-R1: Incentivizing LMMs to Search
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation dd33bbd8-25a1-41b8-bbcc-b9aba8747834 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search V?: Guided visual search as a core mechanism in multimodal llms
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3b1a0ca3-49ad-4662-8895-f46c2393af3f · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8fecda78-1b5d-476b-9704-a0d4e552fa10 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 788e808d-c908-4a44-9052-532e431e225d · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search DAPO: An Open-Source LLM Reinforcement Learning System at Scale
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 97056f1a-adc4-4ccf-9f22-bc99fb9b702c · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 671d308a-4d0b-4d9e-a5c5-56e4f07814f6 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9c4eeec9-5ada-426f-820e-784751e2997d · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c88db8b6-5da1-46fd-824e-238d0bee044b · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Group Sequence Policy Optimization
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6c960514-3cc9-4ad1-a993-820bdeb795d9 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4c998114-7864-4675-9dde-808de3ca7f18 · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation dce92b3f-4e41-44b5-80c0-70e59af4e30f · outbound
Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search ACTIVE-o3: Empowering MLLMs with Active Perception via Pure Reinforcement Learning
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation cab40d12-5595-423b-81ed-3234d75fa170 · inbound
DeepEyesV2: Toward Agentic Multimodal Model Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6150b946-ece1-4b44-b2e7-ff21333584e0 · inbound
CropVLM: Learning to Zoom for Fine-Grained Vision-Language Perception Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 26f3a2ca-3b4b-48ea-ab40-dd01eec2f3fe · inbound
Boosting Reasoning in Large Multimodal Models via Activation Replay Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8d37bdbf-de01-4bb0-bb10-9a9bb0c08228 · inbound
Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6eb22f99-9523-4dad-86c9-57445cce0107 · inbound
AdaTooler-V: Adaptive Tool-Use for Images and Videos Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation aa6dc836-b55c-4daf-9af4-0e47f656da91 · inbound
VideoThinker: Building Agentic VideoLLMs with LLM-Guided Tool Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 47907d39-fa10-4af2-9964-78c1cd2bb719 · inbound
Imagination Helps Visual Reasoning, But Not Yet in Latent Space Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0e2d2ac-a1aa-4845-ab46-49f8b9db3524 · inbound
SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63d30524-ffeb-4982-878d-2cf6bf74c372 · inbound
Fully Spiking Neural Networks with Target Awareness for Energy-Efficient UAV Tracking Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57dca67a-1834-4565-b692-bb771e4fce28 · inbound
Learning to Focus and Precise Cropping: A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 1c866338-955d-43b4-b880-12fce2592431 · inbound
CharTool: Tool-Integrated Visual Reasoning for Chart Understanding Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation adcabed8-92da-4e6d-8ca6-ba96141488a6 · inbound
Speaker-Reasoner: Scaling Interaction Turns and Reasoning Patterns for Timestamped Speaker-Attributed ASR Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5faa6fd7-50f9-480d-be80-305e691693eb · inbound
Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d5f00aad-0671-47bd-8a79-5cfd3cddbda1 · inbound
Q-Zoom: Query-Aware Adaptive Perception for Efficient Multimodal Large Language Models Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f455e523-7153-4d19-ae09-bac1b7cd99b5 · inbound
Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 3c613900-5153-4e80-90ba-f2c1ecea7895 · inbound
HiVLA: A Visual-Grounded-Centric Hierarchical Embodied Manipulation System Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 78dbfcfd-e274-4c10-a59c-ce8cacb6d9cf · inbound
HiVLA: A Visual-Grounded-Centric Hierarchical Embodied Manipulation System Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 262db4a5-b9ec-4106-8d52-74356b550aa0 · inbound
Q-DeepSight: Incentivizing Thinking with Images for Image Quality Assessment and Refinement Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e4196374-9924-4ebd-a0f0-83197c99ea33 · inbound
Visual Reasoning through Tool-supervised Reinforcement Learning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 64409e3a-b89e-4d25-a848-373901033fff · inbound
Hierarchical Visual Agent: Managing Contexts in Joint Image-Text Space for Advanced Chart Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation f92710ac-4237-480b-964d-c2690ffaec4c · inbound
Hierarchical Visual Agent: Managing Contexts in Joint Image-Text Space for Advanced Chart Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 24f444e1-e558-4d3e-8d29-2737846ab1c8 · inbound
Beyond Thinking: Imagining in 360$^\circ$ for Humanoid Visual Search Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 6b0de8fe-715c-48b1-8bfa-47e120bfa0c7 · inbound
Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation b6910714-819b-4198-a664-1471279415de · inbound
Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 138f5f30-375d-474b-9eb3-dfe4dd5f176a · inbound
Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 71e0dbc5-ee95-4e2f-a797-8dedbe52a45d · inbound
Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9040cf63-ecff-4e95-bc63-1fd30c12b774 · inbound
CaptchaMind: Training CAPTCHA Solvers via Reinforcement Learning with Explicit Reasoning Supervision Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 49478add-840f-41be-ab64-5d9b167f70de · inbound
Are Tools Always Beneficial? Learning to Invoke Tools Adaptively for Dual-Mode Multimodal LLM Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 54735f58-722c-4a70-8f80-4761525b113a · inbound
CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 19ad722c-355e-42a7-b8c9-575c285e5d91 · inbound
CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 08a765db-0717-4de5-9e0c-a69983a8d92a · inbound
InterSketch: An Interleaved Reasoning Model with Self-correcting Visual Sketch and Stepwise Reward Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e737e45d-19d2-47cf-8788-88ab3bf21472 · inbound
Self-Prophetic Decoding to Unlock Visual Search in LVLMs Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a4d415a6-9e70-47f4-956a-0bde22a388d5 · inbound
Agent Explorative Policy Optimization for Multimodal Agentic Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 58038a7d-f680-4bd6-a80b-ec76f2d7fe5b · inbound
DeepLatent: Think with Images via Parallel Latent Visual Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 558e4edc-37f8-4125-ad21-07b507ea1b10 · inbound
Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c0efb877-2914-4a97-9c71-ab04f65d4a87 · inbound
Kwai Keye-VL-2.0 Technical Report Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5eec087c-2c3d-4788-ab20-714d8821c7f0 · inbound
UniReason-Med: A Shared Grounded Reasoning Interface for 2D-to-3D Transfer in Medical VQA Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 277
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e24d01ef-3183-4940-b9e0-8eaab648a988 · inbound
Latent Visual States for Efficient Multimodal Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 90d230d9-43bd-453e-84b1-995d8a0f0803 · inbound
V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 18a4dbdc-2b5d-4471-9af2-5ba1017eb83a · inbound
DiCoBench: Benchmarking Multi-Image Fine-Grained Perception via Differential and Commonality Visual Cues Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 64270dee-634b-48dc-a2f0-e07a1f443dfd · inbound
VisReflect: Latent Visual Reflection for Fine-Grained Perception in Long Visual Context Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8a38018d-55a5-40ac-bf36-c258cce102d8 · inbound
PixelEyes: Decoupling Perception and Reasoning for Pinpoint Visual Evidence Seeking Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7cac6eaa-e046-4cdc-9f18-84c0bc825cc5 · inbound
Perceive-to-Reason: Decoupling Perception and Reasoning for Fine-Grained Visual Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 25e7c5ee-10dc-447f-9134-734d2d225b62 · inbound
AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1173fa4-042d-40bd-a555-22dc9e9946cd · inbound
RP-OPSD: Resolution-Privileged On-Policy Self-Distillation for Multimodal Large Language Models Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25c1bf69-7aec-4a29-be85-5c4230954669 · inbound
FaithEyes: Towards Faithful Tool Use via Multi-Agent Process-Image Verification Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 2026
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbcf8ea9-ad85-4c66-91cf-62c90d036a40 · inbound
Beacon: Knowing When and How to Perform Agentic Visual Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a80f6a26-000f-463e-8577-c0dcf86fb309 · inbound
DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 2020
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 406b1b09-af6c-4c3f-a08f-ce247c32f70b · inbound
VC-Tooler: Learning Compositional and Adaptive Visual Tool Use Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fc0f05c-885c-4999-a66e-5eedd5ebcd99 · inbound
Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 707b08cd-bbe9-45da-bbd1-892a8a363659 · inbound
The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b105647b-87f3-4fb7-82bf-6f0446626b1f · inbound
Thinking With Tools, Not With Pixels: Tool Calls as Text Scaffolds for Visual Reasoning Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1773d0c5-1a6a-4ca3-92e4-f27f34bfb18c · inbound
InSight-doc: Agentic Visual Perception for Long-Document Understanding Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 93
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0d101c4-ec71-4ecd-a035-6930c6094631 · inbound
MIRA: Medical Image Reflection for Agentic Diagnosis Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.