Paper Citation Record · LEDGER

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

As of 7 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 12 inbound Pith citation observations for arXiv:2505.15804.

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

pith.paper-citation-record.v1
2505.15804 v3

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:42.409411Z

measured 108 of 108 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T16:55:20.099628Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T15:09:55.322058Z

Reference resolution

96 of 96 outbound references displayed

verified exact0
verified fuzzy6
unresolved90
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dcdf50c0-212e-472b-95d0-367bc152ff3f · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.818259Z

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Unavailable: canonical work link unavailable.

Observation 841067a9-ed1a-46ba-a0ee-2455528740e4 · outbound

This paper cites Pixtral 12B.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Pixtral 12B

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.872572Z

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Observation ca00110c-34f1-4ad6-9275-c01dd8fc5f2f · outbound

This paper cites Qwen Technical Report.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Qwen Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:40.949358Z

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Observation ea2d13b7-7fab-409e-bd83-53ac10ced950 · outbound

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

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.008408Z

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Observation 212cd02f-0c13-4f1d-adda-1d442496413e · outbound

This paper cites Qwen2.5-VL Technical Report.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Qwen2.5-VL Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.082457Z

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Observation bd785b30-6e62-4a18-8f3d-bdbe30a01885 · outbound

This paper cites R1-v: Reinforcing super generaliza- tion ability in vision-language models with less than $3.https://github.com/Deep-Agent/ R1-V, 2025.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs R1-v: Reinforcing super generaliza- tion ability in vision-language models with less than $3.https://github.com/Deep-Agent/ R1-V, 2025

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.132137Z

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Observation c57b4766-fc0e-46f8-b0e5-4965091fba79 · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models?.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.240256Z

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Observation 7fadc10a-2785-49c0-aedb-977e046774f4 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.254728Z

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Observation b1d57b38-53f5-49c4-a16d-20c220232ee3 · outbound

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

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.300013Z

Source-reported events for the cited work

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Observation 675891a1-c4a2-47a4-9012-e0581005d856 · outbound

This paper cites How far are we to gpt-4v? closing the gap to commercial multimodal models with open-source suites.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs How far are we to gpt-4v? closing the gap to commercial multimodal models with open-source suites

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.309847Z

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Observation a081f643-7ecc-473a-9653-2dedd8b9ab6a · outbound

This paper cites Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.364691Z

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Observation 293ee2da-eb8e-4f1b-82cc-912464bb340f · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Training Verifiers to Solve Math Word Problems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.409185Z

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Observation a4f0255e-e449-42b3-8f9f-641679fe6bcd · outbound

This paper cites Sophiavl-r1: Reinforcing mllms reasoning with thinking reward.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Sophiavl-r1: Reinforcing mllms reasoning with thinking reward

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.466292Z

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Observation 1901736a-b61f-43ec-9751-af79e224f2da · outbound

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

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.500371Z

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Observation 50844e53-ff55-471e-b50c-1fd8da55cd7c · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.535470Z

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Observation 5d73b1f5-bc43-45ea-8adc-38778701ecfd · outbound

This paper cites MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.573252Z

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Observation f68052e0-3672-428a-a044-8e74c7dce9f9 · outbound

This paper cites Geneval: An object-focused framework for evaluating text-to-image alignment.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Geneval: An object-focused framework for evaluating text-to-image alignment

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.605318Z

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Observation 37009068-0b55-4422-bbfa-5d26f070f066 · outbound

This paper cites The Llama 3 Herd of Models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs The Llama 3 Herd of Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.644523Z

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Observation 9e9b71cb-00c7-43cd-b130-f5b43043dd0e · outbound

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

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.685199Z

Source-reported events for the cited work

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Observation a7e2a54a-18fa-44ae-8c03-ba17156ca081 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Measuring Massive Multitask Language Understanding

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.719514Z

Source-reported events for the cited work

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Observation 60642aa0-19f7-4be2-9edb-31f111399fa1 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Measuring Mathematical Problem Solving With the MATH Dataset

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.755343Z

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Observation 31f0ea88-2bad-4749-9571-c93c37a31657 · outbound

This paper cites Transformation driven visual reasoning.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Transformation driven visual reasoning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.794764Z

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Observation 917f6bee-c864-4648-aedc-76a5bb7d8451 · outbound

This paper cites ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.837834Z

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Observation f85bfca2-c3c0-4ca3-addc-00913ef40ebb · outbound

This paper cites GPT-4o System Card.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs GPT-4o System Card

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.877810Z

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Observation d30f8d17-a1a3-411d-9322-29d2704458c1 · outbound

This paper cites Omnispatial: Towards comprehensive spatial reasoning benchmark for vision language models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Omnispatial: Towards comprehensive spatial reasoning benchmark for vision language models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.919164Z

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Observation 20186f00-b6df-410e-90fb-6bb84a7c64b3 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Gonzalez, Hao Zhang, and Ion Stoica

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.956284Z

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Observation 0a109d7e-59ea-4cba-8521-f65ccbe551f3 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs LLaVA-OneVision: Easy Visual Task Transfer

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.027467Z

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Observation 5e666ddb-be36-425a-86fd-cf359b6216de · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.075306Z

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Observation d582b926-e633-4030-af2b-ea3b7dd4edb3 · outbound

This paper cites Mvbench: A comprehensive multi-modal video understanding benchmark.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Mvbench: A comprehensive multi-modal video understanding benchmark

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.096080Z

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Observation caddb07a-2955-4f0f-b28c-415281230c70 · outbound

This paper cites Temporal Sampling for Forgotten Reasoning in LLMs.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Temporal Sampling for Forgotten Reasoning in LLMs

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.129693Z

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Observation fa3718f8-5a0e-4349-bf35-85bc59e9dbb5 · outbound

This paper cites Sws: Self-aware weakness-driven problem synthesis in reinforcement learning for llm reasoning, 2025.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Sws: Self-aware weakness-driven problem synthesis in reinforcement learning for llm reasoning, 2025

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.134756Z

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Observation 44d8611a-5f30-48b5-bde4-b16373eea687 · outbound

This paper cites Improved baselines with visual instruction tuning.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Improved baselines with visual instruction tuning

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.139301Z

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Observation eec8507e-f0c7-4735-a8fe-825ecadb582b · outbound

This paper cites Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Visual instruction tuning.Advances in neural information processing systems, 36:34892–34916, 2023

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.143883Z

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Observation 58f1947f-c76c-4444-8630-cb9fb76e6631 · outbound

This paper cites IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs IR3D-Bench: Evaluating Vision-Language Model Scene Understanding as Agentic Inverse Rendering

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.147646Z

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Observation fdf7e325-6210-4536-bd71-a9c819e8432e · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.152250Z

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Observation 25d24bf1-19d6-4345-88ee-c4c100b35c1f · outbound

This paper cites Egoschema: A diagnostic benchmark for very long-form video language understanding.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Egoschema: A diagnostic benchmark for very long-form video language understanding

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.156102Z

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Observation 0c8831b1-3d61-4d0e-8dc8-4c15ce522f78 · outbound

This paper cites Docvqa: A dataset for vqa on document images.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Docvqa: A dataset for vqa on document images

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.160189Z

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Observation cb33604e-ab4d-4479-992f-5a4abef9a15e · outbound

This paper cites ivispar– an interactive visual-spatial reasoning benchmark for vlms.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs ivispar– an interactive visual-spatial reasoning benchmark for vlms

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.164590Z

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Observation f5b910e8-6cbf-4963-97ab-65f3af45f796 · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.168926Z

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Observation e0443644-5b99-45d8-aca1-fcc9c1fdd016 · outbound

This paper cites LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.173319Z

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Observation 2bf1dcc4-e754-41a0-83dd-12fce5eed07f · outbound

This paper cites Learning transferable visual models from natural language supervision.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Learning transferable visual models from natural language supervision

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.177791Z

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Observation 735331ce-7784-402a-accb-e2dadbf6ddb1 · outbound

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

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.182014Z

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Observation c8e46b05-bd85-4e0f-b50b-6367451fa9d2 · outbound

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

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.185632Z

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Observation dd0adcd0-9995-410b-bd76-a4e7d4c46316 · outbound

This paper cites Maniplvm-r1: Reinforcement learning for reasoning in embodied manipulation with large vision-language models, 2025.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Maniplvm-r1: Reinforcement learning for reasoning in embodied manipulation with large vision-language models, 2025

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.189660Z

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Observation e12c1220-c471-427b-a623-b9aab9688493 · outbound

This paper cites Generative multimodal models are in-context learners.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Generative multimodal models are in-context learners

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.193280Z

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Observation 1cb7b0e2-9c83-43a7-9cce-1d876cd68385 · outbound

This paper cites EVA-CLIP: Improved Training Techniques for CLIP at Scale.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs EVA-CLIP: Improved Training Techniques for CLIP at Scale

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.196929Z

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Observation bcf325dd-e680-401c-9b78-362e0746a881 · outbound

This paper cites LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs LEGO-Puzzles: How Good Are MLLMs at Multi-Step Spatial Reasoning?

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.201162Z

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Observation 44a1aefd-278f-4292-b814-a934fda0d30e · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.205991Z

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Observation 4d813ab3-513b-41b2-98d7-a677c7f9c0d0 · outbound

This paper cites Internvl2: Better than the best—expanding performance boundaries of open-source multimodal models with the progressive scaling strategy, 2024.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Internvl2: Better than the best—expanding performance boundaries of open-source multimodal models with the progressive scaling strategy, 2024

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.210026Z

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Observation 8b76ae6b-8b34-42b9-8a24-c21f19a89c97 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs LLaMA: Open and Efficient Foundation Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.214143Z

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Observation 95cbe8c0-37a0-440d-834d-f0fb00ad8cf2 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.218603Z

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Observation 489e5f84-5ebd-474e-ba7e-77519bc44865 · outbound

This paper cites Solidgeo: Measuring multimodal spatial math reasoning in solid geometry, 2025.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Solidgeo: Measuring multimodal spatial math reasoning in solid geometry, 2025

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:43.631470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dc84bc8d-8da3-4aa6-a097-e5ddbc760436 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.226384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 444d3501-957b-412e-94e2-d863ecb8ec32 · outbound

This paper cites LVBench: An Extreme Long Video Understanding Benchmark.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs LVBench: An Extreme Long Video Understanding Benchmark

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.230745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 232b0cc2-325e-4178-9a77-6c71c261ab59 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Emu3: Next-Token Prediction is All You Need

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.234497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6686393-a273-418f-857c-304c2427e61a · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Chain-of-thought prompting elicits reasoning in large language models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.243110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 164c55ef-ee9c-4dad-b383-3b7f377d05c5 · outbound

This paper cites CMATH: Can Your Language Model Pass Chinese Elementary School Math Test?.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs CMATH: Can Your Language Model Pass Chinese Elementary School Math Test?

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.248418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d081f85-7c69-48b1-8c65-71e19db85da3 · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.253671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8c930ac-37a6-4783-9ef2-ee21b8180066 · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.258330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51606719-fb28-47d4-ad15-36ff7ef06158 · outbound

This paper cites RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.262101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddc43479-a4c1-4e89-9009-4e231dfb0a77 · outbound

This paper cites Qwen2.5 Technical Report.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Qwen2.5 Technical Report

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.266320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6d0a0dc-20a9-4b37-b7ad-11ab42174270 · outbound

This paper cites DeepCritic: Deliberate Critique with Large Language Models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs DeepCritic: Deliberate Critique with Large Language Models

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.269555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35e4b4e5-238b-4731-a32d-1a80201f4aea · outbound

This paper cites Towards thinking-optimal scaling of test-time compute for llm reasoning.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Towards thinking-optimal scaling of test-time compute for llm reasoning

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.273216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 901e1fc9-dabd-4011-8231-b168b2820735 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.281622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e23c3376-8607-4cfd-b530-4cdb6610b899 · outbound

This paper cites mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.285220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 519b80c0-16a8-4165-b300-b17059383537 · outbound

This paper cites MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.289839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1520b89-e6ad-4e5d-95f4-2128216ee265 · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.293769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba8898d5-c2c4-4162-b806-bda2c55114b5 · outbound

This paper cites AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.297149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d24babf-3c90-4ee8-8d36-656b4965946f · outbound

This paper cites MLVU: Benchmarking Multi-task Long Video Understanding.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs MLVU: Benchmarking Multi-task Long Video Understanding

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.301134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f67027c9-4458-48db-9a08-8c0e0be4206f · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:42.305127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 096c5082-9f0f-4141-9b5d-e7cca97dc84f · outbound

This paper cites We employ Qwen2.5-VL-7B as our base model and utilize vLLM [26] as the training framework.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs We employ Qwen2.5-VL-7B as our base model and utilize vLLM [26] as the training framework

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:43.605647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 244a5890-5c75-4fe9-899d-5cf984edde73 · outbound

This paper cites cube", "sphere.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs cube", "sphere

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:43.592351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation db0c6a97-a730-43a0-a38f-f16d909cd050 · outbound

This paper cites large" (radius = 6),.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs large" (radius = 6),

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:43.581594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 18b1c8d7-ee0a-4965-9833-d33fe965697d · outbound

This paper cites gray", "red.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs gray", "red

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:43.571255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c323fc22-ff28-4c8c-91f5-c36482bf9bc0 · outbound

This paper cites rubber",.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs rubber",

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:15:43.560229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 873d6753-d86f-4d12-84b2-2cbb8531affb · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.548789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 11a8e450-aaaf-4057-9dbc-be23bb60b513 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.537164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0f7bfbb6-b6d6-44cc-870d-d6db07df822b · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.525219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 065dac49-2284-4996-aa2a-0163cf1d7964 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.513574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4a827d13-3c5d-461a-9659-77a7cccc9283 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.496484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e93abd86-47ce-4df2-8ffb-6a464d6f5781 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.483698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e66144b6-0ba6-492e-b06e-c3d0a3b6f0b9 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.471860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cfb56c9a-21dc-4c78-a0d7-f11722c27f22 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.460565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ab463e98-fd8e-4f31-a007-2314901443fc · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.440298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 29dbecf5-bbf3-42fb-9721-69d2c6ec808e · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.426319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 61be8813-fb52-4503-92fa-cd11e7f434f1 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.411313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 183f12b8-9608-4408-9b86-3b50e85ac1a1 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.397344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d5820b93-e0f5-4ddf-a0a6-ed01e031abe1 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.382882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a87e34da-cf3f-4178-8d74-735548c44d4d · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.371422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9c93ac4e-86e4-4858-8a80-58a2ab6fa953 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.359597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ca901aa9-f866-445d-be0f-d3bf6cc630ed · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.347914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 808d1f98-d957-4809-8e18-8245b27918ed · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.334435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 46eb0fbf-5a8a-4bda-aa91-b8eae4758204 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.319013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 20b72e1b-ea82-4c20-8442-c828b79e361e · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.307761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9a894983-d8ce-402e-b519-68e6b63834c0 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.294524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6335bd32-dda7-42fb-b6b2-ff2428698243 · outbound

This paper cites an unresolved cited work.

STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs Unresolved cited work

Reference 97

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:15:43.245130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 4cb3a065-2600-492c-a285-090f70fc77d3 · inbound

From System 1 to System 2: A Survey of Reasoning Large Language Models cites this paper.

From System 1 to System 2: A Survey of Reasoning Large Language Models STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 297

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:36:24.521889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cad82a6b-df4e-4c32-8a85-f002afae1123 · inbound

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

Video-R1: Reinforcing Video Reasoning in MLLMs STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-12T09:43:00.404330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 23c52071-9374-4517-9e4b-b5b62d315cf2 · inbound

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

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 233

Resolution: verified exact; arxiv_id, observed 2026-05-18T19:21:48.322627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c0c118ee-ba2c-4943-91d0-197b451d7758 · inbound

VIDEOP2R: Video Understanding from Perception to Reasoning cites this paper.

VIDEOP2R: Video Understanding from Perception to Reasoning STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-17T22:25:22.690136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c5ef8303-4565-4db1-a785-e21994e09dc6 · inbound

OneThinker: All-in-one Reasoning Model for Image and Video cites this paper.

OneThinker: All-in-one Reasoning Model for Image and Video STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-17T02:11:26.499729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0b1a2ca8-b126-4ea0-a620-aba6a117bbea · inbound

CamReasoner: Reinforcing Camera Movement Understanding via Structured Spatial Reasoning cites this paper.

CamReasoner: Reinforcing Camera Movement Understanding via Structured Spatial Reasoning STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:02:42.413324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f5fe546e-47f0-4f33-b2df-f9ef43d8d2e8 · inbound

Fully Spiking Neural Networks with Target Awareness for Energy-Efficient UAV Tracking cites this paper.

Fully Spiking Neural Networks with Target Awareness for Energy-Efficient UAV Tracking STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T16:55:20.099628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5b02838-3488-422e-b562-c080880d485d · inbound

Learning to Focus and Precise Cropping: A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs cites this paper.

Learning to Focus and Precise Cropping: A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:38:00.985595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9ae53715-7a4f-4529-9a94-fbda2d4735b4 · inbound

Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning cites this paper.

Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:30:52.525638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dd904fd6-2380-4591-afc2-19ec70eb6245 · inbound

Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning cites this paper.

Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:35:52.573891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a1bcdc9a-4721-4290-a3e5-7842709a2325 · inbound

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval cites this paper.

Beyond Semantic Search: Towards Referential Anchoring in Composed Image Retrieval STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:35:50.543718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 76164de6-9435-4e6a-a1ef-2695f34cf3de · inbound

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models STAR-R1: Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs

Reference 192

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:09:55.323884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.