Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:47:31.149194Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 54 inbound Pith citation observations for arXiv:2507.02029.
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 2026-08-06T20:47:31.149194Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:36:21.485253Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-08T12:04:50.478072Z
89 of 89 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 39906c01-6c21-4128-949a-80cee1babd2f · outbound
RoboBrain 2.0 Technical Report Webdataset: High-performance data loading for deep learning, 2020
Reference 1
Source-reported events for the cited work
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Observation 677d2b77-6640-43f0-a663-90604ecedada · outbound
RoboBrain 2.0 Technical Report Claude sonnet 4
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d2c5fc0-8b1e-4052-ab4c-0b1b6c11e429 · outbound
RoboBrain 2.0 Technical Report Scanqa: 3d question answering for spatial scene understanding
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 244d8de8-3194-4fdd-a734-be9509806f03 · outbound
RoboBrain 2.0 Technical Report Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a17216aa-7d8f-4945-8134-3654cc2ca257 · outbound
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f72dd003-b3e8-4de9-9b7d-1fb15a1c66ad · outbound
RoboBrain 2.0 Technical Report AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0849cc23-5289-46b8-a50a-c9c1a710953a · outbound
RoboBrain 2.0 Technical Report Sharegpt4video: Improving video understanding and generation with better captions
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79f26d2a-7a1c-41b2-8ff4-82c0113f6133 · outbound
RoboBrain 2.0 Technical Report Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecf0f690-2bb9-40be-8e40-9e22bf23891c · outbound
RoboBrain 2.0 Technical Report EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level Planning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc131c5a-11b1-4c06-a342-0008b3b18a14 · outbound
RoboBrain 2.0 Technical Report Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bbf8db0-ef9e-43af-bb5a-fb3b6f9a74cc · outbound
RoboBrain 2.0 Technical Report Llm agents for education: Advances and applications.arXiv preprint arXiv:2503.11733, 2025
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 525205e9-feb2-4aad-b8e7-96342ed3f4d9 · outbound
RoboBrain 2.0 Technical Report Flagscale: A unified meta-framework enabling adaptive heterogeneous computing for the llm ecosystem.https://github.com/FlagOpen/FlagScale, 2024
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6cfd4bc-253f-4779-a74d-c800be6a9dbc · outbound
RoboBrain 2.0 Technical Report Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16e40d10-1250-4016-899c-0ada7d423795 · outbound
RoboBrain 2.0 Technical Report Embspatial-bench: Benchmarking spatial understanding for embodied tasks with large vision-language models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d40506a7-e4ba-4a11-b952-94aac606ad7c · outbound
RoboBrain 2.0 Technical Report Blink: Multimodal large language models can see but not perceive
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4ef93e2-9505-4ca9-be1e-d5455f83c727 · outbound
RoboBrain 2.0 Technical Report Gemini 2.5 pro preview: even better coding performance.https://developers.googleblog.com/en/ gemini-2-5-pro-io-improved-coding-performance/, 2025
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d50f7c05-705e-4c0b-b809-91381ded576b · outbound
RoboBrain 2.0 Technical Report DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c67bc056-83d2-4264-83f5-d7a24b974d02 · outbound
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21c77a9d-7977-47bc-b437-29abdcb4fa9b · outbound
RoboBrain 2.0 Technical Report Lvis: A dataset for large vocabulary instance segmentation
Reference 19
Source-reported events for the cited work
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Observation 079ee21b-024d-408f-aa54-591abe156fb4 · outbound
RoboBrain 2.0 Technical Report FlagEvalMM: A Flexible Framework for Comprehensive Multimodal Model Evaluation
Reference 20
Source-reported events for the cited work
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Observation 77a87e03-afaf-4699-9570-43234d43b22e · outbound
RoboBrain 2.0 Technical Report A Comprehensive Survey on Evaluating Large Language Model Applications in the Medical Industry
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfec7ac0-3e6a-4cda-81e7-d2da9b7c947c · outbound
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f6677a5-f6ce-49cf-a2f9-6ca964fee7fe · outbound
RoboBrain 2.0 Technical Report Robobrain: A unified brain model for robotic manipulation from abstract to concrete
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62194061-0669-4ef6-9159-3dd198d0baf1 · outbound
RoboBrain 2.0 Technical Report Imagic: Text-based real image editing with diffusion models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45924ed9-0e18-4060-a563-080f6458ba87 · outbound
RoboBrain 2.0 Technical Report AI2-THOR: An Interactive 3D Environment for Visual AI
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56cb0289-22aa-40af-8685-0e92e1d25712 · outbound
RoboBrain 2.0 Technical Report Reducing Activation Recomputation in Large Transformer Models
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be4130e0-c720-492f-8576-ab834e2836ea · outbound
RoboBrain 2.0 Technical Report Visual genome: Connecting language and vision using crowdsourced dense image annotations.International journal of computer vision, 123:32–73, 2017
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c47d7e7-270a-4983-8b48-7fed382aa73e · outbound
RoboBrain 2.0 Technical Report The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale.IJCV, 2020
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 1c4e674b-8d1d-4997-91ff-05bdece189d2 · outbound
RoboBrain 2.0 Technical Report Cubify Anything: Scaling Indoor 3D Object Detection
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93f1fd8f-a9be-4e03-8992-7ad952de31e7 · outbound
RoboBrain 2.0 Technical Report Energon: Scaling megatron-lm training with data and expert parallelism, 2023
Reference 30
Source-reported events for the cited work
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Observation 36b5ab3a-f716-4ab1-9df3-cf863982ad9d · outbound
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5658a705-190b-40ed-a03e-de457d93e25d · outbound
RoboBrain 2.0 Technical Report Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c48df8e-bd7d-49b2-96e2-18730c36fc9c · outbound
RoboBrain 2.0 Technical Report Improved baselines with visual instruction tuning
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92ea8b59-4c88-4c0a-b179-f028ac161a1e · outbound
RoboBrain 2.0 Technical Report Grounding dino: Marrying dino with grounded pre-training for open-set object detection
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3dc12c3f-bc74-4b62-a834-a1ec1e5d00bc · outbound
RoboBrain 2.0 Technical Report Learn to explain: Multimodal reasoning via thought chains for science question answering
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92387108-7980-4289-8454-b5ce4b3b9582 · outbound
RoboBrain 2.0 Technical Report Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f4eaa05-3c48-4295-867b-5f016dce07cd · outbound
RoboBrain 2.0 Technical Report GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7d85442-4198-47da-8d4a-051b4a91c961 · outbound
RoboBrain 2.0 Technical Report MMScan: A Multi-Modal 3D Scene Dataset with Hierarchical Grounded Language Annotations
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2252a69-9cda-4174-8228-8eca3d874cff · outbound
RoboBrain 2.0 Technical Report Sqa3d: Situated question answering in 3d scenes
Reference 39
Source-reported events for the cited work
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Observation 3235eac1-294a-40fc-b1e2-14ef618d2217 · outbound
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dbc3042-abe1-4d06-8e6e-1d41dbed98ad · outbound
RoboBrain 2.0 Technical Report Ocr-vqa: Visual question answering by reading text in images
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06a9e879-b5b4-4a56-b5ee-1a82b12ed39b · outbound
RoboBrain 2.0 Technical Report Efficient large-scale language model training on gpu clusters using megatron-lm
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 722dc628-b96a-42c5-82ef-02ce5b32cc0e · outbound
RoboBrain 2.0 Technical Report Megatron-lm: Training multi-billion parameter language models using model parallelism, 2021
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 66980da7-aeb2-4399-ba2f-9c20f51c687d · outbound
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93ee9142-f32d-4fbb-834a-00c070996b00 · outbound
RoboBrain 2.0 Technical Report Gpt-4v(ision) system card
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 434bef0a-bcf3-4392-ae1b-d79ef4c3c70b · outbound
RoboBrain 2.0 Technical Report SpaceR: Reinforcing MLLMs in Video Spatial Reasoning
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98422b66-815e-4ab5-a764-b357fc839249 · outbound
RoboBrain 2.0 Technical Report Open x-embodiment: Robotic learning datasets and rt-x models: Open x-embodiment collaboration 0
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63d5768d-ce84-43c8-a18b-371b80610a31 · outbound
RoboBrain 2.0 Technical Report Unidepthv2: Universal monocular metric depth estimation made simpler.arXiv, 2025
Reference 48
Source-reported events for the cited work
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Observation 3fc90b62-ee1e-4288-a698-b003809ff63d · outbound
RoboBrain 2.0 Technical Report Cuda memory management, 2023
Reference 49
Source-reported events for the cited work
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Observation 63904301-a55f-459e-978d-2f56f8d39dae · outbound
RoboBrain 2.0 Technical Report Qwen2.5-vl: Multimodal llms from alibaba, 2025
Reference 50
Source-reported events for the cited work
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Observation 9a1d25a4-97f9-4bb7-89d2-fb32017536ff · outbound
RoboBrain 2.0 Technical Report Paco: Parts and attributes of common objects
Reference 51
Source-reported events for the cited work
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Observation efccb56a-0994-459d-8329-e462582d17b7 · outbound
RoboBrain 2.0 Technical Report Sam 2: Segment anything in images and videos.ICLR, 2025
Reference 52
Source-reported events for the cited work
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Observation 7d82e8a4-157c-4daa-95df-f7e611df51ae · outbound
RoboBrain 2.0 Technical Report Sat: Spatial aptitude training for multimodal language models
Reference 53
Source-reported events for the cited work
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Observation a0a5c116-98b8-404e-95fa-a049e3bef303 · outbound
RoboBrain 2.0 Technical Report A-okvqa: A benchmark for visual question answering using world knowledge
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c2c044b-5aef-42ff-879d-e3859db2d95b · outbound
RoboBrain 2.0 Technical Report Robovqa: Multimodal long-horizon reasoning for robotics
Reference 55
Source-reported events for the cited work
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Observation 47522736-b458-4690-b46a-4353ca7b761f · outbound
RoboBrain 2.0 Technical Report Hybridflow: A flexible and efficient rlhf framework
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd1a35aa-1e42-47d4-aab2-bd4d01433f9c · outbound
RoboBrain 2.0 Technical Report Emu edit: Precise image editing via recognition and generation tasks
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dcd3b63-22cc-4889-9413-54d1c3612abb · outbound
RoboBrain 2.0 Technical Report Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75e5e9dd-0aca-4622-bf7b-ed12be3f80a2 · outbound
RoboBrain 2.0 Technical Report Robospatial: Teaching spatial understanding to 2d and 3d vision-language models for robotics
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e506e8c-a861-404e-a997-9e38d5b02cf5 · outbound
RoboBrain 2.0 Technical Report MultiModalQA: Complex Question Answering over Text, Tables and Images
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc5661de-b82b-4453-97b1-4facdefd8cd9 · outbound
RoboBrain 2.0 Technical Report RoboOS: A Hierarchical Embodied Framework for Cross-Embodiment and Multi-Agent Collaboration
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94ff3ac6-ef97-4b1c-af79-3ed3e0d694df · outbound
RoboBrain 2.0 Technical Report Reason-rft: Reinforcement fine-tuning for visual reasoning.arXiv preprint arXiv:2503.20752, 2025
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ecd60d6-94d8-4d48-b674-fe45f3c604b2 · outbound
RoboBrain 2.0 Technical Report Video understanding with large language models: A survey.IEEE Transactions on Circuits and Systems for Video Technology, 2025
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be8963c2-8f60-44b4-96df-23fb6d9a322e · outbound
RoboBrain 2.0 Technical Report Gemini Robotics: Bringing AI into the Physical World
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cac9d90b-871c-408d-b7af-81af1a63183d · outbound
RoboBrain 2.0 Technical Report Kimi k1.5: Scaling Reinforcement Learning with LLMs
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f133fbf-58a4-4744-bb1d-709678cb675d · outbound
RoboBrain 2.0 Technical Report Qwq-32b: Embracing the power of reinforcement learning, March 2025
Reference 66
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Unavailable: canonical work link unavailable.
Observation d475f2c7-393b-4a55-a68f-386d731bd9ff · outbound
RoboBrain 2.0 Technical Report Cambrian-1: A fully open, vision-centric exploration of multimodal llms.NeurIPS, 2024
Reference 67
Source-reported events for the cited work
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Observation 50253336-2da7-445b-9c93-ff970d64e1fb · outbound
RoboBrain 2.0 Technical Report verl: Volcano engine reinforcement learning for llms, 2024
Reference 68
Source-reported events for the cited work
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Observation 913dd2e6-7038-44db-8f2c-675451c9a2b9 · outbound
RoboBrain 2.0 Technical Report Rio: 3d object instance re-localization in changing indoor environments
Reference 69
Source-reported events for the cited work
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Observation 355ff154-54f6-468d-9d2a-cf1a9b7c12af · outbound
RoboBrain 2.0 Technical Report HAQ: Hardware-Aware Automated Quantization with Mixed Precision
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb068da7-b4c8-4806-8f81-2d16971dd52a · outbound
RoboBrain 2.0 Technical Report GUI Agents with Foundation Models: A Comprehensive Survey
Reference 71
Source-reported events for the cited work
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Observation 9b6cb17f-e9e5-48a1-9047-bc052a47239d · outbound
RoboBrain 2.0 Technical Report Internvideo2: Scaling foundation models for multimodal video understanding
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b6ac7c0-0881-4f2b-babd-4425db39a016 · outbound
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58be3216-1d8d-45c0-ab0e-5d2d615eeecf · outbound
RoboBrain 2.0 Technical Report Magma: A foundation model for multimodal ai agents
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfbd99d3-e43e-460a-b0bb-7c491d0731b7 · outbound
RoboBrain 2.0 Technical Report Thinking in space: How multimodal large language models see, remember, and recall spaces
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d4193a7-446a-441a-9e79-8037f04ca699 · outbound
RoboBrain 2.0 Technical Report Modeling context in referring expressions
Reference 76
Source-reported events for the cited work
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Observation 467bcb34-25e3-48b1-a861-3e2ead12dff4 · outbound
RoboBrain 2.0 Technical Report Robopoint: A vision-language model for spatial affordance prediction for robotics,
Reference 77
Source-reported events for the cited work
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Observation 77eb9349-8346-4a05-9614-cfb18c4f8996 · outbound
RoboBrain 2.0 Technical Report Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks
Reference 78
Source-reported events for the cited work
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Observation 9cbe1e21-b169-43ae-a279-94f17ba1a9e2 · outbound
RoboBrain 2.0 Technical Report Recognize anything: A strong image tagging model
Reference 79
Source-reported events for the cited work
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Observation 1c3f9caa-788f-4c8b-aae9-61c6d5482610 · outbound
RoboBrain 2.0 Technical Report Code-as-Monitor: Constraint-aware Visual Programming for Reactive and Proactive Robotic Failure Detection
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c8f8020-3653-4925-9c84-bdfc2bee5e80 · outbound
RoboBrain 2.0 Technical Report Roborefer: Towards spatial referring with reasoning in vision-language models for robotics
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ce09e21-fdc9-4c29-839f-f1f87cea34fd · outbound
RoboBrain 2.0 Technical Report Large language model (llm) for telecommunications: A comprehensive survey on principles, key techniques, and opportunities
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 152ebfed-9f71-45d7-862a-04f50438a944 · outbound
RoboBrain 2.0 Technical Report InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baa29bac-ba56-488b-9d9a-b09757409be3 · outbound
RoboBrain 2.0 Technical Report Please point out the orange box,
Reference 84
Source-reported events for the cited work
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Observation e041b661-cad0-4a2b-a86a-5917f5656bc7 · outbound
RoboBrain 2.0 Technical Report Unresolved cited work
Reference 86
Source-reported events for the cited work
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Observation f38b44b1-b4f7-48c1-b0cc-271732b62447 · outbound
RoboBrain 2.0 Technical Report Never use variable names as the action arguments, use the value instead
Reference 87
Source-reported events for the cited work
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Observation 6b57e33b-0328-4d46-861d-ece54d711147 · outbound
RoboBrain 2.0 Technical Report If no tool call is needed, use final_answer tool to return your answer
Reference 88
Source-reported events for the cited work
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Observation bfa14531-053c-4059-b7db-43deb12b9c8f · outbound
RoboBrain 2.0 Technical Report # Now Begin! If you solve the task correctly, you will receive a reward of $1,000,000
Reference 89
Source-reported events for the cited work
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Observation 3fd2d4a8-16fb-4e9f-8587-06bfe8fdcf83 · outbound
RoboBrain 2.0 Technical Report RoboPoint: A Vision-Language Model for Spatial Affordance Prediction for Robotics
Reference 2024
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