Paper Citation Record · LEDGER

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

As of 18 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 13 inbound Pith citation observations for arXiv:2505.14197.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.14197 v1

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:44.947587Z

measured 109 of 109 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:32:28.217614Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T06:14:19.145595Z

Reference resolution

96 of 96 outbound references displayed

verified exact2
verified fuzzy34
unresolved59
parse uncertain1
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8f70527a-5133-4388-b44d-c48e48c6806d · outbound

This paper cites Alayrac et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Alayrac et al

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:35.782477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf06fe95-13a3-4f66-9c6c-683e7511ee68 · outbound

This paper cites Antol, A.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Antol, A

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:35.938592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 678df154-57f6-439b-b02d-15d2b41ac58a · outbound

This paper cites Joint 2D-3D-Semantic Data for Indoor Scene Understanding.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Joint 2D-3D-Semantic Data for Indoor Scene Understanding

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 492c856a-c068-4859-b263-1e847fe1471a · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:36.146180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cbe371f-6bbb-4bae-b6f0-fe190e9b6a76 · outbound

This paper cites Bai et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Bai et al

Reference 5

Resolution: verified exact; raw_fallback, observed 2026-08-07T15:42:45.674515Z

Source-reported events for the cited work

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Observation 0d56fe53-d689-4464-b7bc-21d4fe35718b · outbound

This paper cites Caffagni et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Caffagni et al

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:36.406945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 828d0abb-e60f-4d66-b257-f8c5cb252fa1 · outbound

This paper cites Interact360: Interactive identity-driven text to 360 ° panorama generation.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Interact360: Interactive identity-driven text to 360 ° panorama generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:36.511849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01c3475a-1f96-472c-934b-a864b7c678c0 · outbound

This paper cites Learning High-Quality Navigation and Zooming on Omnidirectional Images in Virtual Reality.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Learning High-Quality Navigation and Zooming on Omnidirectional Images in Virtual Reality

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:42:45.389122Z

Source-reported events for the cited work

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Observation f47252a8-88f3-4452-98a0-c449a26aa96e · outbound

This paper cites Chang, A.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Chang, A

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 333fe673-5a0a-44f4-85f4-a6b1ae25e197 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e978554-7041-40ab-848e-a7e4b70b302b · outbound

This paper cites Chen et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Chen et al

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:36.899566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f804f265-7c70-4c51-840f-13d7097f452b · outbound

This paper cites Chen et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Chen et al

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:37.042343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1abd23fd-6a7f-4880-b998-784e3d663ea1 · outbound

This paper cites Chou, W.-L.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Chou, W.-L

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2444d21c-ce3d-4131-af02-3e44cf510154 · outbound

This paper cites Coors, A.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Coors, A

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:37.224467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3edf6f31-6d4b-4989-9d5f-0a98774c9022 · outbound

This paper cites Danieau, T.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Danieau, T

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:37.297011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74eca402-7335-47bf-9cfb-d67f057dfa64 · outbound

This paper cites Visual Dialog.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Visual Dialog

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:37.406822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 070a2119-339d-4726-9cb7-6a7bdb9e3b12 · outbound

This paper cites Visual Question Answering: A Survey on Techniques and Common Trends in Recent Literature.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Visual Question Answering: A Survey on Techniques and Common Trends in Recent Literature

Reference 17

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Source-reported events for the cited work

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Observation ef889f89-384b-466b-9bd7-ac8dc605396e · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:37.599774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ef99c98-49f9-4780-bca1-88477a1e638d · outbound

This paper cites Deepseek-v3 technical report, 2025.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Deepseek-v3 technical report, 2025

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:37.737696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bfd4cc7-65f2-4e96-8b7c-7f0f185c9146 · outbound

This paper cites Fang et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Fang et al

Reference 20

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Source-reported events for the cited work

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Observation 2bb741b0-767c-49f1-b2d4-224c394c3fc1 · outbound

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Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d71b7f4c-96c3-46e5-b9b0-662d762470df · outbound

This paper cites Goyal, T.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Goyal, T

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd6178e0-ac68-45f3-827b-ed68471dcc88 · outbound

This paper cites Han et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Han et al

Reference 23

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Observation 549f277f-4b77-4a2a-8709-461c8ca0efc4 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:56.207159Z

Source-reported events for the cited work

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Observation 5e13de92-775e-4b10-996a-456863111537 · outbound

This paper cites AudioGPT: Understanding and Generating Speech, Music, Sound, and Talking Head.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method AudioGPT: Understanding and Generating Speech, Music, Sound, and Talking Head

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:38.367846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd55b115-2107-4d44-85e5-fee42685b82f · outbound

This paper cites Huang et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Huang et al

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:56.084953Z

Source-reported events for the cited work

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Observation 18f8c65e-4fd3-4f62-8008-25552697d730 · outbound

This paper cites GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:38.535358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e54c63e4-f067-4feb-ad90-04670a3be206 · outbound

This paper cites MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models

Reference 28

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Source-reported events for the cited work

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Observation f5aa4759-0ea2-4f50-85c1-d82f41151e03 · outbound

This paper cites Visual question answering: from early developments to recent advances -- a survey.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Visual question answering: from early developments to recent advances -- a survey

Reference 29

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Source-reported events for the cited work

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Observation 60f1199f-d30d-4b19-b28c-6f9c6a3a8026 · outbound

This paper cites Jiang, Z.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Jiang, Z

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:55.955864Z

Source-reported events for the cited work

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Observation df5628d2-befb-46fa-9d03-57627f191a3b · outbound

This paper cites Krantz, E.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Krantz, E

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:55.802762Z

Source-reported events for the cited work

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Observation 117f336f-a7fd-42fa-9565-d258c1814009 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 32

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Observation 2fd89376-53e9-4917-8c96-371b23929687 · outbound

This paper cites Li et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Li et al

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:55.484001Z

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Observation 1c09eeca-73a4-46c8-bb64-02a4b378cbb7 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 34

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Observation b12929d5-5262-434c-84bd-2cdb3d5281e5 · outbound

This paper cites BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

Reference 35

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Observation 828c0ade-2bd4-42dd-b046-7403ec8d304e · outbound

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Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 36

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Observation 05fafa9d-9254-4580-8217-71cb693726ef · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 37

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Observation 631dce89-30fc-453c-8dfd-ecb2c888f608 · outbound

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Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 38

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Observation 74379dc4-c622-4dfe-b1d2-66fd596f2de0 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 39

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Observation 7ff4337d-d4db-4697-aca9-8b0e130c86db · outbound

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Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 40

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Observation 36384918-cac1-4511-89c0-3e9a195a0cc7 · outbound

This paper cites Lu et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Lu et al

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:54.172091Z

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Observation 807ea9ce-06ab-42df-b363-9efcf1e69372 · outbound

This paper cites Lu et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Lu et al

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:53.976054Z

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Observation 1c95e582-cf6f-4c75-b079-27a39e1b18c4 · outbound

This paper cites OmniBind: Teach to Build Unequal-Scale Modality Interaction for Omni-Bind of All.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method OmniBind: Teach to Build Unequal-Scale Modality Interaction for Omni-Bind of All

Reference 43

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This paper cites Unibind: Llm-augmented unified and balanced representation space to bind them all.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unibind: Llm-augmented unified and balanced representation space to bind them all

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:53.676506Z

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Observation d0fb9512-44c8-4a8a-8af8-6b46d88ff397 · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 45

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Source-reported events for the cited work

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Observation a1b68940-4ccb-4901-af7c-cf342f25e95e · outbound

This paper cites Mirowski et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Mirowski et al

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:53.502499Z

Source-reported events for the cited work

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Observation ad0b0e9f-d0ed-40f7-a705-193bbbe88e47 · outbound

This paper cites Gpt-4o: Openai’s new multimodal flagship model, 2024.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Gpt-4o: Openai’s new multimodal flagship model, 2024

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:53.276766Z

Source-reported events for the cited work

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Observation c861f993-2a88-45f2-83aa-1e58e2a36e79 · outbound

This paper cites Learning to reason with llms.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Learning to reason with llms

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:53.104744Z

Source-reported events for the cited work

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Observation 485b5b3c-6d7c-4145-8677-5ac3d697b71a · outbound

This paper cites Qwen2.5 technical report, 2025.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Qwen2.5 technical report, 2025

Reference 49

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Source-reported events for the cited work

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Observation ace4d527-6729-4426-9e7a-9f9dde8ceeee · outbound

This paper cites Radford, J.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Radford, J

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:52.765897Z

Source-reported events for the cited work

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Observation aaab11c1-7bfb-43ad-902e-bb7606bc3b90 · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 51

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Source-reported events for the cited work

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Observation 960768cb-9496-407a-9903-7ae2c0d35e3b · outbound

This paper cites Reimers and I.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Reimers and I

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:52.520184Z

Source-reported events for the cited work

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Observation 998575f9-41c7-4275-9621-b345e08ccda3 · outbound

This paper cites Schwenk, A.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Schwenk, A

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:52.269526Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 598f827d-4cde-44dc-a14a-6e25a2df6260 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:51.998081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b95383e2-49e3-4e94-b377-d10b2e005279 · outbound

This paper cites Shao et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Shao et al

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:51.759129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4341d128-6a3e-4c8e-a5f0-12f69482dffb · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:51.494982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f6d4b77f-e86f-47eb-947c-a958171f14ca · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:51.248901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1a08e0ef-1a95-4e69-8b2a-3d3d19fdaa8b · outbound

This paper cites Su and K.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Su and K

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:51.077870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2a30dc5c-1501-4ae3-a1f9-9ca619745534 · outbound

This paper cites Thawakar et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Thawakar et al

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:50.880047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 332937ec-e361-4d28-a141-35bd87a24da3 · outbound

This paper cites Wang et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Wang et al

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:50.691541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 69801bb3-31b3-4a62-8215-c2948ac9aa17 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:41.876859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25845450-5045-4f5d-964e-a10f81e46ab3 · outbound

This paper cites Wijmans, A.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Wijmans, A

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:50.474908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4c49722b-b980-4c52-be57-9e30aa2c2d7c · outbound

This paper cites Wu et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Wu et al

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:50.313750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a07c77f3-61e7-4fa2-9595-d80b5e5c4b9d · outbound

This paper cites NExT-GPT: Any-to-Any Multimodal LLM.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method NExT-GPT: Any-to-Any Multimodal LLM

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:42.109858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7da875a1-19bc-430e-b4e1-b41cb975cca3 · outbound

This paper cites Wu et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Wu et al

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:50.189428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b9983e38-ee83-463a-8f64-b27acf3b4e7b · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:49.902921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 21837bb0-5734-4a17-8268-0096a0f253aa · outbound

This paper cites Xu et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Xu et al

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:49.716465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 29298449-eb17-4d6e-a756-f24b4faebdb3 · outbound

This paper cites Show, Attend and Tell: Neural Image Caption Generation with Visual Attention.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Show, Attend and Tell: Neural Image Caption Generation with Visual Attention

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:42.505339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5c85ee0-ca3d-4a0d-ba8d-3ebe4f30f42f · outbound

This paper cites A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method A Survey of Mathematical Reasoning in the Era of Multimodal Large Language Model: Benchmark, Method & Challenges

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:42.587497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17db2888-e66b-441d-b158-4fce90c23575 · outbound

This paper cites Yang et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Yang et al

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:49.560114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8d7b37ff-06b3-43eb-a7f6-b6b98888aa8c · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:49.390340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 380e172d-0848-4da8-9436-df488b5e2167 · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:42.843700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 415ff1d1-227b-44b9-a031-cf5fe3af0e1e · outbound

This paper cites Yue et al.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Yue et al

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:49.225378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 646d69c4-37f4-415c-b6cf-6fad91066ccd · outbound

This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:43.089332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e38de335-693f-4ba2-808f-4dddcff87c4d · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:49.057238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 237f552c-1402-4366-8c87-1f896dd0630c · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:43.289576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6c2883b-e9b4-4e44-bd73-9863ef17c168 · outbound

This paper cites Zhang, V.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Zhang, V

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:48.818665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 415d1b74-04b6-45da-894c-a800179dca66 · outbound

This paper cites Zhang, Y.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Zhang, Y

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:48.678424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 68074813-2b4e-488e-9d6b-3ce4d0cea58f · outbound

This paper cites Zheng, T.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Zheng, T

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:48.423781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1081ad1b-9070-46f0-9191-7be8e2b3319e · outbound

This paper cites Zheng, P.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Zheng, P

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:48.215894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3845786d-111d-4ba2-82fe-632e58ba9edd · outbound

This paper cites Zheng, P.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Zheng, P

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:47.975744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3d63c666-3466-4fbc-a00c-e3a45ca5a637 · outbound

This paper cites Zheng, J.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Zheng, J

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:47.794335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 172d7e1a-c57f-456c-b8cd-1ef613d50092 · outbound

This paper cites Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:43.892949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eab40ed-74e9-4b6b-b019-d4bc55bf9e7c · outbound

This paper cites Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:43.984741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f0d8ff3-7cf9-4a9f-942d-dd2ae73b3c57 · outbound

This paper cites Zhong, X.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Zhong, X

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:44.082090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f38606b-d87b-4b5f-a8ae-b474ba1f8414 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:44.143889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45e51d46-fccc-486f-b4e3-453b92bb6f99 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:47.470260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8e3b2731-b579-4d6d-8c7b-2cc415d343ca · outbound

This paper cites First,".

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method First,"

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:47.270557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d4b30fd-870e-475c-8447-633a4453b75f · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:47.146928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9d05a805-03cb-4519-b9af-4d0cf12a1fed · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:47.018109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 93252132-798a-4730-a28d-3abeb0b35cbe · outbound

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Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method role":"system

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:46.819273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e9374e8d-48e4-4b04-8cab-f4d9648878ce · outbound

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Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method }, {"role

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:46.671822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b8bcc07d-18fb-4b69-b644-588339105fdd · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 93

Resolution: parse uncertain; raw_fallback, observed 2026-08-07T15:42:46.461802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4c361e09-9638-4c7b-8e3f-acdbefb88c70 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:46.272340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 530b98a7-57ca-438f-a03d-3a3d23477061 · outbound

This paper cites an unresolved cited work.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:42:46.108036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e2d0927d-3d33-4e84-8cab-bca58919073a · outbound

This paper cites }, {"role.

Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method }, {"role

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:42:45.922455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation f27612a2-871f-4410-ab9c-266f29945b98 · inbound

Omnidirectional Spatial Modeling from Correlated Panoramas cites this paper.

Omnidirectional Spatial Modeling from Correlated Panoramas Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T11:56:37.788806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f12bcea-b7bc-46f8-83b3-bae840ee410b · inbound

One Flight Over the Gap: A Survey from Perspective to Panoramic Vision cites this paper.

One Flight Over the Gap: A Survey from Perspective to Panoramic Vision Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 271

Resolution: unresolved; no resolver link, observed 2026-08-15T16:32:28.217614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39ca9a44-dfd5-492d-8048-e3cd1e77f840 · inbound

FireScope: Wildfire Risk Raster Prediction with a Chain-of-Thought Oracle cites this paper.

FireScope: Wildfire Risk Raster Prediction with a Chain-of-Thought Oracle Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:50:15.275688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a530bd16-91fc-402c-ac40-1817708c24a6 · inbound

FireScope: Wildfire Risk Raster Prediction with a Chain-of-Thought Oracle cites this paper.

FireScope: Wildfire Risk Raster Prediction with a Chain-of-Thought Oracle Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-25T07:20:28.755189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4afbe5ae-9c68-4cbd-99e4-6b2d001b944b · inbound

What if? Emulative Simulation with World Models for Situated Reasoning cites this paper.

What if? Emulative Simulation with World Models for Situated Reasoning Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 119

Resolution: unresolved; no resolver link, observed 2026-07-15T13:51:30.008232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8846bbc1-5f54-4697-9390-b81175ab42a1 · inbound

Beyond Localization: A Comprehensive Diagnosis of Perspective-Conditioned Spatial Reasoning in MLLMs from Omnidirectional Images cites this paper.

Beyond Localization: A Comprehensive Diagnosis of Perspective-Conditioned Spatial Reasoning in MLLMs from Omnidirectional Images Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:57:27.416670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 58cd2425-9f17-4164-bc97-e55718b037ff · inbound

Beyond Localization: A Comprehensive Diagnosis of Perspective-Conditioned Spatial Reasoning in MLLMs from Omnidirectional Images cites this paper.

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:39:29.023568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d36e4bed-fe8d-461e-8e1b-28261eb5e38f · inbound

Beyond Localization: A Comprehensive Diagnosis of Perspective-Conditioned Spatial Reasoning in MLLMs from Omnidirectional Images cites this paper.

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-20T22:29:09.843779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f910977c-ac95-4749-8223-8167e3b63691 · inbound

PanoWorld: Towards Spatial Supersensing in 360$^\circ$ Panorama World cites this paper.

PanoWorld: Towards Spatial Supersensing in 360$^\circ$ Panorama World Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:42:57.749924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0d77e6c6-a25a-4e5d-9027-f1c70dfc673e · inbound

PanoWorld: Towards Spatial Supersensing in 360$^\circ$ Panorama World cites this paper.

PanoWorld: Towards Spatial Supersensing in 360$^\circ$ Panorama World Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:57:40.179605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 77e3512a-c9d2-40b7-a5e7-e501b8943f23 · inbound

Panoramic Scene Understanding: A Survey from Distortion-Aware Engineering to Sphere-Native Modeling cites this paper.

Panoramic Scene Understanding: A Survey from Distortion-Aware Engineering to Sphere-Native Modeling Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 126

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:03:56.669455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9358da98-edc9-43ee-923e-9ff38346afa8 · inbound

Panoramic Scene Understanding: A Survey from Distortion-Aware Engineering to Sphere-Native Modeling cites this paper.

Panoramic Scene Understanding: A Survey from Distortion-Aware Engineering to Sphere-Native Modeling Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 124

Resolution: unresolved; no resolver link, observed 2026-08-02T09:59:00.754843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a058412-e49d-437c-83b1-296c6f71d60e · inbound

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning cites this paper.

OmniCoT: A Benchmark for Global and Multi-Step Panoramic Reasoning Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method

Reference 45

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T06:14:19.147381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.