Paper Citation Record · LEDGER

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization

As of 19 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 4 inbound Pith citation observations for arXiv:2506.01371.

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

pith.paper-citation-record.v1
2506.01371 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:55:28.677346Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T23:08:54.014934Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T13:11:35.666800Z

Reference resolution

39 of 39 outbound references displayed

verified exact1
verified fuzzy13
unresolved24
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e27e2263-929e-4208-9ecb-a741df24dd87 · outbound

This paper cites https://github.com/remyxai/VQASynth, 2024.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization https://github.com/remyxai/VQASynth, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:29.086515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bf2d80a8-e668-4152-b4ef-48d15941c74f · outbound

This paper cites https://ai.google.dev/gemini-api/docs/models, 2025.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization https://ai.google.dev/gemini-api/docs/models, 2025

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:29.076501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e1b1f5e1-96da-43f7-a070-a0776aae056c · outbound

This paper cites https://huggingface.co/remyxai/SpaceThinker-Qwen2.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization https://huggingface.co/remyxai/SpaceThinker-Qwen2

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:29.066719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 06dbcc6e-beb8-41bf-ab05-064c3ae74865 · outbound

This paper cites Qwen2.5-VL Technical Report.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Qwen2.5-VL Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.558319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0681c5d9-6dfc-4029-95ab-24219733de22 · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:55:29.057025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cc489d5e-9df7-4095-ac3c-cda7ff5c2fea · outbound

This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.564818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff12525e-20e2-4490-bb9a-ea672420aa6d · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.568315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ba24ee8-7de6-493b-a41d-1afd98bdbb87 · outbound

This paper cites MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.571725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd0e58d7-c35e-44f2-bf0b-c8f559045c69 · outbound

This paper cites Doveh, A.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Doveh, A

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:29.048159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 682505df-4feb-4410-ab37-30785725d0c8 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.578284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e50d684-0c5c-456e-9362-97b43cb07d80 · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:55:29.039824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 77f55b61-381f-4fd7-92ed-34702c098534 · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.585042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d133c96-687a-4693-b37a-3146b7b04126 · outbound

This paper cites Islam and O.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Islam and O

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:29.025749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5ede3a57-36f4-47f8-8488-7992be17d774 · outbound

This paper cites Kamath, M.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Kamath, M

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:29.017843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6838af10-0153-4e03-b57a-d70807cd850e · outbound

This paper cites Kerbl, G.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Kerbl, G

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:29.008347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9024fe1b-a3c3-4883-a50b-a5445afee8c8 · outbound

This paper cites TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.598898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d0b878b-decd-4ba4-aa6a-ddd4b2b2fafc · outbound

This paper cites Reasoning Paths with Reference Objects Elicit Quantitative Spatial Reasoning in Large Vision-Language Models.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Reasoning Paths with Reference Objects Elicit Quantitative Spatial Reasoning in Large Vision-Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.602824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 718c1b36-9f18-4bf3-af4b-9e5dbc3efbb4 · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:55:28.998759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9a749f3b-ea4c-4972-8f8f-07fdbad0da74 · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:55:28.988397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2b06191d-118d-45f6-906c-a779ca5fcfad · outbound

This paper cites Mildenhall, P.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Mildenhall, P

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.612677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 632ce552-0e97-4c52-9175-74411f129d6e · outbound

This paper cites Gpt-4o technical report.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Gpt-4o technical report

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:28.973160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2741f639-2398-4177-9221-ce7d85d4caf5 · outbound

This paper cites Papineni, S.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Papineni, S

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.619866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 850282cd-4e63-41b3-a681-a137dfc30af0 · outbound

This paper cites Patel, N.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Patel, N

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:28.957600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e9bd13e3-890e-4806-aeac-f2b33f752948 · outbound

This paper cites Radford, J.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Radford, J

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:28.948723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fa9d8d2f-ba74-4be2-8aba-5a020ef854fe · outbound

This paper cites Reimers and I.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Reimers and I

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:28.939328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 449df09f-f902-4a8e-995e-cbb468d4a4b0 · outbound

This paper cites Salter, D.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Salter, D

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:28.929268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e32c6fef-cd35-47d7-9bb8-4e09995e8d60 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.636328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae98ce57-47b0-45e5-a3c5-5a418002d63a · outbound

This paper cites Vedantam, K.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Vedantam, K

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:55:28.918996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 33f1fe92-9cd8-42f4-8f3a-d0222d71df92 · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:55:28.910104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5c8cf7d8-36f7-4086-9630-cd52931e8e65 · outbound

This paper cites Super-resolution image display using diffractive decoders.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Super-resolution image display using diffractive decoders

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:55:28.807513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 12af3202-9041-45c8-873b-d07d5cc685d7 · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.650658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b449953-8b36-4d32-af50-71ab10d73e0d · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.653734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59b907d3-c5e6-4df4-b22e-8c93ffd4d5c4 · outbound

This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Visual-RFT: Visual Reinforcement Fine-Tuning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.657023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1401c7fe-2174-4645-8870-341f2c144217 · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.660491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeffb19c-4f2c-45a3-82b7-8676ec446ae1 · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:55:28.894461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2d621af8-029e-4379-8900-20c4fb8d693b · outbound

This paper cites an unresolved cited work.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:55:28.885560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2c600c9c-ab3a-40f5-b0e5-da9bb6a2016c · outbound

This paper cites VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.670761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89c132a6-f3af-4b23-aa0b-c8f972b763d4 · outbound

This paper cites A Comprehensive Survey on Deep Learning Techniques in Educational Data Mining.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization A Comprehensive Survey on Deep Learning Techniques in Educational Data Mining

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:28.674166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8234b2fd-aaca-4e9e-b89e-b8a3d162fba7 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 39

Resolution: malformed identifier; no resolver link, observed 2026-08-07T11:55:28.677346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 23f8ed8e-68b3-4d71-bdf5-59e7e9d24a63 · inbound

SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence cites this paper.

SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-22T13:11:35.669796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4d93d241-fc3a-4928-b996-fd12807ec024 · inbound

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization

Reference 236

Resolution: verified exact; arxiv_id, observed 2026-05-18T19:21:48.210380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 49f1a966-d0d5-4fa1-b6ae-f49e5e29be33 · inbound

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards cites this paper.

SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T23:08:54.014934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fd2a106-d9fd-4901-856b-ec9daa6b160c · inbound

SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL cites this paper.

SpaceTools: Tool-Augmented Spatial Reasoning via Double Interactive RL SVQA-R1: Reinforcing Spatial Reasoning in MLLMs via View-Consistent Reward Optimization

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T18:42:16.114682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.