Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:23:56.322623Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 6 inbound Pith citation observations for arXiv:2506.14471.
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 2026-08-07T00:23:56.322623Z
One-hop event checks from named stored sources.
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Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T09:59:02.378826Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T14:48:32.614745Z
79 of 79 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation be959be0-fd34-433c-879b-a19b0dea03a1 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Flamingo: a visual language model for few-shot learning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32651995-8b8b-4b38-bb7f-fb3a06f05882 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Qwen2.5-VL Technical Report
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d782884f-cb52-4fbb-bcf0-99f2239acf1a · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Egok360: A 360 egocentric kinetic human activity video dataset
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b58307fd-d846-45d3-869d-45d9bdfe7d55 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Language models are few-shot learners
Reference 4
Source-reported events for the cited work
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Observation 2efea0fe-10d2-4afa-a7c8-8d93ffec022c · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Vip-llava: Making large multimodal models understand arbitrary visual prompts
Reference 5
Source-reported events for the cited work
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Observation e06b2259-2878-4394-bbee-b8d8f3106961 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Opening the vocabulary of egocentric actions
Reference 6
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Observation ef5e3b6e-7fe4-40e6-98df-9a0ce3677068 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas 360+ x: A panoptic multi-modal scene understanding dataset
Reference 7
Source-reported events for the cited work
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Observation 26f582a5-c38a-45e7-aa96-6de5a82ce19f · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Sharegpt4v: Improving large multi-modal models with better captions
Reference 8
Source-reported events for the cited work
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Observation 5515e812-0aa4-467d-9042-d40818a0e3c8 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas A single transformer for scalable vision-language modeling
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 024bfd26-8b25-4130-b75b-49c1909b4e08 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d60de1d-15f5-4b49-8a54-0f40757cf88a · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72f191dc-7804-499f-9b05-e489c452f06a · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Embodied artificial intelligence
Reference 12
Source-reported events for the cited work
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Observation b7511b78-29ba-4bc9-ae2a-aebebb6fba4e · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Xtuner: A toolkit for efficiently fine-tuning llm.https://github.com/InternLM/ xtuner, 2023
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 904a8184-0bd6-453c-aa97-d7264b97eaa6 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5b82210-91d2-4cd0-bd0d-8d67505002d6 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Bert: Pre-training of deep bidirec- tional transformers for language understanding
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6a10af03-a77f-46dc-9977-4ebbbfb433b1 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Unveiling Encoder-Free Vision-Language Models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation debf2a9a-6d76-491b-8c8b-dd7dab277001 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas EVEv2: Improved Baselines for Encoder-Free Vision-Language Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2f86070-df66-42f5-a9d6-11c809cb46a6 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas PVUW 2025 Challenge Report: Advances in Pixel-level Understanding of Complex Videos in the Wild
Reference 18
Source-reported events for the cited work
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Observation cfb07893-49ad-4fd7-8635-d760cd3510ff · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72ef7a60-4096-4597-8628-6641a99fa105 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Embodied VideoAgent: Persistent Memory from Egocentric Videos and Embodied Sensors Enables Dynamic Scene Understanding
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 391054ec-1810-4d02-8d9e-4bf38407ecfb · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas On Path to Multimodal Generalist: General-Level and General-Bench
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5760e726-4493-4b38-9dc5-52cecefdc9a5 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Scene-llm: Extending language model for 3d visual reasoning
Reference 22
Source-reported events for the cited work
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Observation 25103cae-a729-4d1b-8808-c80a0cd947d2 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMs
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63b544d1-ed44-45bb-9e3c-9496c32c5084 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas LoRA: Low-Rank Adaptation of Large Language Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b671506-9be0-41a9-af65-515c7647b2d9 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Open-Set Image Tagging with Multi-Grained Text Supervision
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8018aa1f-d80d-4451-9f7c-4181c1fa703e · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas An Egocentric Vision-Language Model based Portable Real-time Smart Assistant
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f144924f-3394-42d0-9e29-5b38d72109a4 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Scaling up visual and vision-language representation learning with noisy text supervision
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4fd599c9-9096-4096-8c84-8e7d39c38f15 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Probres: Probabilistic jump diffusion for open-world egocentric activity recognition.arXiv preprint arXiv:2504.03948, 2025
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e9f67cbd-25d5-418c-93c4-ddfa1492fc0c · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Lisa: Reasoning segmentation via large language model
Reference 29
Source-reported events for the cited work
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Observation 8800bf74-3110-4e41-923c-fc63c89873af · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Jrdb-panotrack: An open-world panoptic segmentation and tracking robotic dataset in crowded human environments
Reference 30
Source-reported events for the cited work
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Observation d3871d7f-5c24-4e64-bccb-7f274db91690 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d38ba6ba-aff1-4ac1-8f00-f9a7d4ddbd2c · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas 360 vision, from panoramas to vr
Reference 32
Source-reported events for the cited work
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Observation 0a17f5af-bee7-4047-b2c9-286bc6d6a855 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas LLaVA-OneVision: Easy Visual Task Transfer
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c2a2053-a2a0-4883-9fcc-c0ee835181d8 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models
Reference 34
Source-reported events for the cited work
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Observation 2cf46afd-72a6-45c8-a3f0-4bde58d04b49 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation
Reference 35
Source-reported events for the cited work
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Observation 53a3e681-f990-4774-aa35-e5e36595ec95 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Bevformer: learning bird’s-eye-view representation from lidar-camera via spatiotemporal transformers
Reference 36
Source-reported events for the cited work
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Observation fcda15fc-7971-4ea6-a4e8-bbf00868cbbc · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Describe Anything: Detailed Localized Image and Video Captioning
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33bf2b50-7b2d-4cab-ba1f-85b59c7f2649 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Kitti-360: A novel dataset and benchmarks for urban scene understanding in 2d and 3d
Reference 38
Source-reported events for the cited work
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Observation 98d2bef8-dc94-43b7-8aa2-912ffb4d41d9 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas URECA: Unique Region Caption Anything
Reference 39
Source-reported events for the cited work
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Observation d7958a0b-fe53-49c7-8d92-40687e2fed69 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Egocentric video-language pretraining
Reference 40
Source-reported events for the cited work
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Observation dd89bfea-ac48-46be-98d0-e745b4cca1ff · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Improved Baselines with Visual Instruction Tuning
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0cfcb187-889b-4b07-90a5-65fa15f988b6 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Improved baselines with visual instruction tuning
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9583332-e5d8-46d9-89d1-116dbbac691b · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Visual Instruction Tuning
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a472254-7516-4baa-82ce-39d4cff1595a · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Visual instruction tuning
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2cc3e1e-8fd0-4759-9e38-edfef6bbb4ff · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Seg-Zero: Reasoning-Chain Guided Segmentation via Cognitive Reinforcement
Reference 45
Source-reported events for the cited work
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Observation 24d36956-d58a-44a5-909a-76f98353b364 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Vmamba: Visual state space model
Reference 46
Source-reported events for the cited work
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Observation ba97da9a-fc7a-4f93-9576-2677d660d8bd · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Mono-internvl: Pushing the boundaries of monolithic multimodal large language models with endogenous visual pre-training
Reference 47
Source-reported events for the cited work
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Observation 4e6d7fd3-13bc-4b76-952b-ad5ea10882ba · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15beec1b-391e-4abc-9db7-631f8f3b942e · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas WMNav: Integrating Vision-Language Models into World Models for Object Goal Navigation
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30f9e984-28d7-4785-b32b-c9692a9bcee8 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas An Introduction to Convolutional Neural Networks
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47526b45-8e6b-4b24-8631-4108932ab791 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas High quality entity segmentation
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 82e57bbf-af03-49af-a59a-576f28a08b57 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Learning transferable visual models from natural language supervision
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 16915555-55e8-4406-84dc-2fad6b5f7017 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Eve: Efficient Multimodal Vision Language Models with Elastic Visual Experts
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a69c100-f78b-4d77-88fc-5206b824bf2c · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas SAM 2: Segment Anything in Images and Videos
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d40654ca-0611-45ba-8c78-d690038f1af3 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffd08af7-a2be-4f06-a53c-f2575d90bbf2 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Aligning and prompting everything all at once for universal visual perception
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 71fbd254-0612-44e7-9186-24547cdd9c54 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Long-vita: Scaling large multi-modal models to 1 million tokens with leading short-context accuray.arXiv preprint arXiv:2502.05177, 2025
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d39abe6-e400-4315-a46a-5c563ab7bc06 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Llm-seg: Bridging image segmentation and large language model reasoning
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9e378ce9-5d95-4054-8433-31c0a9f585a8 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f8391c1-75ce-496a-a048-0f143d873dc1 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Controlmllm: Training-free visual prompt learning for multimodal large language models.NeurIPS, 2024
Reference 60
Source-reported events for the cited work
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Observation 34c78318-8f09-46bd-994b-015e52c18e57 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Panovos: Bridging non-panoramic and panoramic views with transformer for video segmentation
Reference 61
Source-reported events for the cited work
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Observation 8972a759-18e8-4894-99fd-4fe916f4e0db · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Qwen2.5 Technical Report
Reference 62
Source-reported events for the cited work
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Observation df891802-a942-4599-8474-fd00f7d01ca3 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c77a6607-6fb8-4ee6-af3f-6299d34646c1 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Lavt: Language- aware vision transformer for referring image segmentation
Reference 64
Source-reported events for the cited work
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Observation c3b87611-1e56-4280-92a5-26ad3a39d9fe · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos
Reference 65
Source-reported events for the cited work
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Observation 1b3bd26b-2507-4633-8ae5-07bba7d6b1f6 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas 4th PVUW MeViS 3rd Place Report: Sa2VA
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4ad2ed5a-b432-4577-824e-91ff16561e7e · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas A survey of autonomous driving: Common practices and emerging technologies
Reference 67
Source-reported events for the cited work
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Observation 0fba62ea-e0c4-4e14-ba15-9b393f6d363d · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Clip2: Contrastive language-image-point pretraining from real-world point cloud data
Reference 68
Source-reported events for the cited work
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Observation f49336c0-18ca-48ea-bd2c-df8b99664fc8 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Mem2Ego: Empowering Vision-Language Models with Global-to-Ego Memory for Long-Horizon Embodied Navigation
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b7c6e32-ed8d-4597-a3cd-3ebc49e99a1d · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Omg-llava: Bridging image-level, object-level, pixel-level reasoning and understanding
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b399ce0c-bec0-4a01-8791-97bb3e3cc2dc · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80fe0a69-10a9-445c-9a5b-6d76474da871 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Dvis: Decoupled video instance segmentation framework
Reference 72
Source-reported events for the cited work
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Observation 4e2f16be-02c8-49e2-b481-e10ad9010d02 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Dvis++: Improved decoupled framework for universal video segmentation
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 40febfed-cfd1-45df-b202-9a1c71f8ff8a · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68687a91-09d6-46c1-95ab-02c4b0728478 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Enhancing multimodal large language models complex reason via similarity computation
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7dcf37e0-b583-4232-8626-40ffb3a89a85 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Regionclip: Region-based language-image pretraining
Reference 76
Source-reported events for the cited work
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Observation e8acef3b-10fd-4b4c-82dd-6acd6bf68b49 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Improving video segmentation via dynamic anchor queries
Reference 77
Source-reported events for the cited work
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Observation cd2f3850-3373-487a-b4ea-3993548ed273 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas Are They the Same? Exploring Visual Correspondence Shortcomings of Multimodal LLMs
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12a90f74-4402-4da3-8371-388257d89423 · outbound
Dense360: Dense Understanding from Omnidirectional Panoramas InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b5bdbbc-14f6-4d15-b26f-aa9dc18a1628 · inbound
PanoWorld: Towards Spatial Supersensing in 360$^\circ$ Panorama World Dense360: Dense Understanding from Omnidirectional Panoramas
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d18b3c03-058f-4fb2-b7ce-a6613df24e78 · inbound
PanoWorld: Towards Spatial Supersensing in 360$^\circ$ Panorama World Dense360: Dense Understanding from Omnidirectional Panoramas
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3ab9d8fd-0a07-4b9b-96e7-967f7a35d735 · inbound
Panoramic Scene Understanding: A Survey from Distortion-Aware Engineering to Sphere-Native Modeling Dense360: Dense Understanding from Omnidirectional Panoramas
Reference 141
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 54ee12cd-47b0-4a95-b8db-ccb515c3969f · inbound
Panoramic Scene Understanding: A Survey from Distortion-Aware Engineering to Sphere-Native Modeling Dense360: Dense Understanding from Omnidirectional Panoramas
Reference 137
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8fe511e-517b-4919-84df-b8aaffa6e0ba · inbound
OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Dense360: Dense Understanding from Omnidirectional Panoramas
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5a7cc748-3773-4ead-af02-2aebbaf69429 · inbound
Seek to Segment: Active Perception for Panoramic Referring Segmentation Dense360: Dense Understanding from Omnidirectional Panoramas
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.