Pith. sign in

Paper Citation Record · LEDGER

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators

As of 7 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 2 inbound Pith citation observations for arXiv:2606.06476.

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

pith.paper-citation-record.v1
2606.06476 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T02:25:30.998989Z

measured 54 of 54 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T04:18:02.360277Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:31:39.011940Z

Reference resolution

52 of 52 outbound references displayed

  • verified exact34
  • verified fuzzy0
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5a569d20-733a-4ae9-b718-895c9b9881ef · outbound

This paper cites Spa- tial mental modeling from limited views.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Spa- tial mental modeling from limited views

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.229889Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:4f8eca09bcbd09ae7725f8c6eddd023f11b5e73b5aa4ecb1a619bb156acc8141

Observation 8dc8ff68-4e84-4717-8037-fc2cd61fefc3 · outbound

This paper cites Mmsi-bench: A benchmark for multi-image spatial intelligence.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Mmsi-bench: A benchmark for multi-image spatial intelligence

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:1453a5c5ca9ecaaba8f5c5adf636d84eefb3f02b98cc7f853d197c4eeb5990c7

Observation a854cf28-5076-4bec-8c69-cfed6ac971e0 · outbound

This paper cites Ost-bench: Evaluating the capabilities of mllms in online spatio-temporal scene understanding.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Ost-bench: Evaluating the capabilities of mllms in online spatio-temporal scene understanding

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.232614Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:527575ff549ad5b9184db2c19afc74a92bc2e827e2c9e03200d5c551de8c17e2

Observation 508d67f2-2e5e-47e6-b417-43c33b3cb318 · outbound

This paper cites Mmsi-video-bench: A holistic benchmark for video-based spatial intelligence.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Mmsi-video-bench: A holistic benchmark for video-based spatial intelligence

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.193731Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:c29af9b710d295b61c242e9a17ab194affa171aafbba78cc483d06e822c51718

Observation 4bc0e1e7-5eb0-472d-b00f-8e800bd712bc · outbound

This paper cites Viewspatial-bench: Evaluating multi-perspective spatial localization in vision-language models.ArXiv, abs/2505.21500.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Viewspatial-bench: Evaluating multi-perspective spatial localization in vision-language models.ArXiv, abs/2505.21500

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.195938Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:999f28e12d2516d28b614b073e483f506c541031083069f413faaa37494f0579

Observation 0db002b8-22ef-45c7-bc18-bd9fadd47c66 · outbound

This paper cites 3dsrbench: A comprehensive 3d spatial reasoning benchmark.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators 3dsrbench: A comprehensive 3d spatial reasoning benchmark

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.191022Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:78a20ee151d0e875713aab9dc62c876d45b23917a9fc6b7860152bab0634e4b8

Observation 920f5343-a720-43dd-869f-be89087e9f5a · outbound

This paper cites Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.204306Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:b2c5dd19e0990f71acfc6b97aa549070291416d12640a3c4e96db02062374928

Observation 7831847e-d629-4a0f-b207-5f6b614c08a6 · outbound

This paper cites Sensenova-mars: Empowering multimodal agentic reasoning and search via reinforcement learning.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Sensenova-mars: Empowering multimodal agentic reasoning and search via reinforcement learning

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.164844Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:fc7b266ef7441266ae8ecb8f88c0e6ff11a8a6703786e0fa0fc34d16ff44426a

Observation fd55e28a-fd42-4967-8011-cb46d319c450 · outbound

This paper cites Thinking in space: How multimodal large language models see, remember, and recall spaces.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Thinking in space: How multimodal large language models see, remember, and recall spaces

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T12:06:56.193385Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:42bc0ddd4c819b45219939ae49fea09b4b92429587e738799b22c8bfa81563f7

Observation a27de77b-f796-415c-8585-73b8247538b8 · outbound

This paper cites LLaVA-3D: A Simple yet Effective Pathway to Empowering LMMs with 3D-awareness.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators LLaVA-3D: A Simple yet Effective Pathway to Empowering LMMs with 3D-awareness

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.162004Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:0b828f92d2d34c79d65f6047abf0473508cfb66066719bf8751a2db892b44bd5

Observation 69f14586-43f4-4ac8-8045-a4d963e96b63 · outbound

This paper cites Ross3D: Reconstructive Visual Instruction Tuning with 3D-Awareness.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Ross3D: Reconstructive Visual Instruction Tuning with 3D-Awareness

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.220175Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:ada1d805a23eb3aafbfd829050b0c3d445bcee152ccca5cc88366bf4fc4147d1

Observation 50f47dc9-3677-4e1e-b2e7-cf8488863fc8 · outbound

This paper cites Vlm-3r: Vision-language models augmented with instruction-aligned 3d reconstruction,.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Vlm-3r: Vision-language models augmented with instruction-aligned 3d reconstruction,

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:421c0159101a1f688a19a886a07588154a2762cea435db61249943948a223988

Observation 2ad5078d-463c-4a61-8820-64f322518b5e · outbound

This paper cites VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.185660Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:d6ee2ece71f8e8aaa616cbf391efdcc62842108cff055e9aec6f021a61cbeb2e

Observation 2e6db3c7-5807-4a80-a236-6f90a889be73 · outbound

This paper cites g2vlm: Geometry grounded vision language model with unified 3d reconstruction and spatial reasoning.arXiv preprint arXiv:2511.21688.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators g2vlm: Geometry grounded vision language model with unified 3d reconstruction and spatial reasoning.arXiv preprint arXiv:2511.21688

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.227422Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:caf632cb1e2c3ca6ec599e3cd89d01a68d3e69c775beaf2ff506a6e6cb6cfeef

Observation fbccb9d8-640c-4a81-9ec4-eb2ba89d4745 · outbound

This paper cites Geometrically-constrained agent for spatial reasoning.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Geometrically-constrained agent for spatial reasoning

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.181153Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:515afd508bfb17ebb85a2c8fb8d44aefb00061fdfb68682c0f42ec447d00b107

Observation 4f050af7-b1df-4013-b74e-19a13fad355e · outbound

This paper cites Tiger: Tool-integrated geometric rea- soning in vision-language models for robotics.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Tiger: Tool-integrated geometric rea- soning in vision-language models for robotics

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.215379Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:3c8a70f274a82b8f96ea8653b99f9cc3c6d1dc70e17a4d49666fe4f31d3ce2b1

Observation 35ab1a64-957d-4f9d-95c4-feb01e6632b7 · outbound

This paper cites Cooper: A unified model for cooperative perception and reasoning in spatial intelligence.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Cooper: A unified model for cooperative perception and reasoning in spatial intelligence

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.201101Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:a2196de76679c10f65905ea8d00ea4b45ed684a1374f5dc6ead05f6532459911

Observation 8db70bc4-f904-4b89-9e6f-763f9e1843e9 · outbound

This paper cites Introducing o3 and o4 mini.https://openai.com/index/introducing-o3-and-o4-mini/, 2025.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Introducing o3 and o4 mini.https://openai.com/index/introducing-o3-and-o4-mini/, 2025

Reference 19

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:8afdfd03b2c063d491da9f9a40986f1116192fbd8b97f2d39b35ed81d817aaed

Observation 03782742-5179-4a89-ae9b-b613271964ec · outbound

This paper cites DeepEyesV2: Toward Agentic Multimodal Model.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators DeepEyesV2: Toward Agentic Multimodal Model

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.222490Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:89cc6cdbcfa6f51fb9deec30da1873842d39230161b4ded8fa1de95fffce51f8

Observation b3da04b2-3d44-40f7-9d55-3622574e849e · outbound

This paper cites Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.167205Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:dcb29aa4a775ce63213e5bf4185b7c892097509326ae4fa7637848476f20035d

Observation 8bacb188-3a19-4fa2-8a85-5652376ef891 · outbound

This paper cites Thyme: Think Beyond Images.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Thyme: Think Beyond Images

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.225105Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:7cb2c6b85bd6d00cd1342a72fa6a4a60599f474e1b586129c6cba4afeb30116d

Observation fdcc8cf3-0558-416f-81ad-7e961f6faa53 · outbound

This paper cites OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.198559Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:29577fedfb13064adefbfdebcd7118c5f8783cbcd0958422702e8ade5b1f8754

Observation 3d207530-6e01-4eec-a145-aff8bc33564d · outbound

This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.203349Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:45dfab9dbcb76fc776e1519c17c0711a9d9ec0cfa2528c9c04da8eece937d830

Observation 86942cc5-d9aa-48e1-b70a-5dea77288517 · outbound

This paper cites Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.214696Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:4d8aecbd04c5558f04b978d03a7ea13019e61f50c59ad3e15a6b61a224985544

Observation 558e4edc-37f8-4125-ad21-07b507ea1b10 · outbound

This paper cites Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.227382Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:418d049822c83658f08c77b42037e55bfa1aa59768262c18c3d2a1f5a20f1a1c

Observation 9e10e64f-823d-45bd-86de-70c984581e10 · outbound

This paper cites Visual generation unlocks human-like reasoning through multimodal world models.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Visual generation unlocks human-like reasoning through multimodal world models

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.237177Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:2581df2a3ade1b3df4dffa6bc6a7d07c2ee33f21e87fe3ef577e85a3bb59239f

Observation 2f978e7b-6b3f-477e-8cfa-396b58615dd2 · outbound

This paper cites Isaac sim: Robotics simulation and synthetic data generation.https://developer.nvidia.com/isaac/sim, 2025.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Isaac sim: Robotics simulation and synthetic data generation.https://developer.nvidia.com/isaac/sim, 2025

Reference 28

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:89829b3bda06ef93eece5443a2c865d723c55c9c306986baafea3e72f82f74d5

Observation 9a708909-e01c-48b6-8214-c300a482d63f · outbound

This paper cites Scannet++: A high-fidelity dataset of 3d indoor scenes.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Scannet++: A high-fidelity dataset of 3d indoor scenes

Reference 29

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:9dbf15ff2379ff39fa06df8140d88156333ebdc7e8431410b37a8f0e1756e674

Observation 7db37277-170a-4ecf-97f1-7f7d926fbc21 · outbound

This paper cites Scannet: Richly-annotated 3d reconstructions of indoor scenes.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Scannet: Richly-annotated 3d reconstructions of indoor scenes

Reference 30

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:ce6b8450396a97faaa28675517a41950ea037232c00af9963e35adcc01bddd26

Observation 39573bb8-ff16-4a69-8e08-97f93dcd7e61 · outbound

This paper cites Matterport3D: Learning from RGB-D Data in Indoor Environments.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Matterport3D: Learning from RGB-D Data in Indoor Environments

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.183393Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:00c08e3e42b391b338ff4f2b5c8ad69f17ac6e96068a5ba3105f59af4b189e30

Observation 74bc05d2-0c9b-4b7e-9981-09b263cc8ab0 · outbound

This paper cites Dl3dv-10k: A large-scale scene dataset for deep learning-based 3d vision.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Dl3dv-10k: A large-scale scene dataset for deep learning-based 3d vision

Reference 32

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:eaa73041c3a337f23e226612ab1413172d9bd781e6a82388f63616450943a1ae

Observation bf932a21-e03b-469c-9f51-171f79cd4a6f · outbound

This paper cites ARKitscenes - a diverse real-world dataset for 3d indoor scene understanding using mobile RGB-d data.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators ARKitscenes - a diverse real-world dataset for 3d indoor scene understanding using mobile RGB-d data

Reference 33

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:135724ee88b36626c13b7c9ff1abfb098ccb778957f65d280909b4a137b6a50a

Observation e591fec8-e635-4fd8-be3c-7add44d41e07 · outbound

This paper cites Hybridflow: A flexible and efficient rlhf framework.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Hybridflow: A flexible and efficient rlhf framework

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T02:31:30.184702Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:d4656eaf75afcd6657a652fce5fcf864cda75dff3e1c00e517e524ad4802a3cb

Observation 897d13f8-ef9a-48a9-942c-61c294f2aa06 · outbound

This paper cites vllm-omni: Fully disaggregated serving for any-to-any multimodal models.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators vllm-omni: Fully disaggregated serving for any-to-any multimodal models

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.212793Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:4c1e9c440f675e5c558b88fb498561b6b8c50eb7873eabd3f5b1064316678f07

Observation 34a83ded-d60d-415f-b209-7bd8fb4c79e7 · outbound

This paper cites Qwen3-VL Technical Report.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Qwen3-VL Technical Report

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.234599Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:4aa19a32c6430acebdb45802b9f9e9b909c2ccfa0be105aefe80d7cf61a0fc54

Observation 5f7c7154-3dc0-4447-9863-f53f7bc7c0d5 · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Emerging Properties in Unified Multimodal Pretraining

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.232521Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:19cb887792310a351576c3f5d82f9f0484c1ea8c0116933243e3ce53b11cdfaa

Observation 6684cb35-14f4-4241-a5e6-7347c78139f9 · outbound

This paper cites Spatialllm: A compound 3d-informed design towards spatially-intelligent large multimodal models.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Spatialllm: A compound 3d-informed design towards spatially-intelligent large multimodal models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:a9373bb0c90f2b76a48a5f078c3d7b9fd447ea7347e18ad51b6eb57605e82436

Observation 69e8efbf-ddca-4eb3-a01a-a073eee095de · outbound

This paper cites Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Spatial-MLLM: Boosting MLLM Capabilities in Visual-based Spatial Intelligence

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.188190Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:9e21c808d8068693861a705d4ae6c521b6c264063774f62e5583fe5ba81506d2

Observation 54a04a1b-36ca-431f-9008-d69cdccab5b1 · outbound

This paper cites Llava-st: A multimodal large language model for fine-grained spatial-temporal understanding.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Llava-st: A multimodal large language model for fine-grained spatial-temporal understanding

Reference 40

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T12:06:56.217723Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:ac43a184f7133c9a364f04078f8280de0412aab4d26f2c587af6f0488087b0a0

Observation 841ba6d2-7fd9-4931-8f9b-d3fc0c798296 · outbound

This paper cites SpaceR: Reinforcing MLLMs in Video Spatial Reasoning.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators SpaceR: Reinforcing MLLMs in Video Spatial Reasoning

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.178134Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:1e8433598e91a76f2b7c70c5b6a323eba79056f757acce36cd30982fce33d01e

Observation 362374fb-70e5-49f5-b2c6-6057ec93d5a0 · outbound

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

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.211206Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:ab7eb59d463e292fbfac44841a60ca198a8d4abd4e778414de45fc1eb3d2d580

Observation 6e5147c4-8e9e-4803-9239-d81c15592bd9 · outbound

This paper cites RoboBrain 2.0 Technical Report.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators RoboBrain 2.0 Technical Report

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.199501Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:604a751836cbe1cd295627dd9bd9e8094e65bbbac24e42692a65808898265533

Observation da8a16b1-6bf9-4181-b5e8-a118aa832351 · outbound

This paper cites Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.175437Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:1298d1c189082fc8ad832c6e7f5e7339bcbb45da117c9b9f02f2db3084f0536a

Observation 94f8ade3-e80b-48c4-b227-b33d6088f56c · outbound

This paper cites Vlaser: Vision-language-action model with synergistic embodied reasoning.arXiv preprint arXiv:2510.11027, 2025b.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Vlaser: Vision-language-action model with synergistic embodied reasoning.arXiv preprint arXiv:2510.11027, 2025b

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.230089Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:7499a245ecbe8ae6589a4f42438dac307adb4be0c4b4fa310e56a9c98610f6ef

Observation 38952c06-3a32-426a-9005-38b9e53cbda3 · outbound

This paper cites Glm-4.1 v-thinking: Towards versatile multimodal reasoning with scalable reinforcement learning.arXiv e-prints, pages arXiv–2507, 2025.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Glm-4.1 v-thinking: Towards versatile multimodal reasoning with scalable reinforcement learning.arXiv e-prints, pages arXiv–2507, 2025

Reference 46

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:f01688b4cff550140cfb681493c4ae0e0c02d543135b579dab0ffa8f5603f4be

Observation a407419a-5b2f-4f0b-ba0d-ce93ad569cd1 · outbound

This paper cites Gpt-4o.https://openai.com/index/hello-gpt-4o/, 2024.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Gpt-4o.https://openai.com/index/hello-gpt-4o/, 2024

Reference 47

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:4c90ce0386654fc29e627c5660c6fc3c4dadbfdc759473f64a0a2c0f1a444244

Observation 20a12e7f-d579-4b2f-8ef9-a9fc09124afd · outbound

This paper cites Gemini 2.5: Our most intelligent ai model.https://blog.google/technology/google-deepmind/ gemini-model-thinking-updates-march-2025/, 2025.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Gemini 2.5: Our most intelligent ai model.https://blog.google/technology/google-deepmind/ gemini-model-thinking-updates-march-2025/, 2025

Reference 48

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:d2782ed88cf1090ae2c2ce9c56eede912a33564005fbf976c01f427264c15275

Observation ee84493c-0989-4272-a41f-a2ae5e5fc602 · outbound

This paper cites Gemini 3 flash.https://deepmind.google/models/gemini/flash/, December 2025.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Gemini 3 flash.https://deepmind.google/models/gemini/flash/, December 2025

Reference 49

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:2dfe31df68f80c25349bbc3e6602a58475ecdf09accd3b6e8b0dc6eec61a8c41

Observation 3cd57005-a286-48f6-a62c-6d9d5a184813 · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-07-02T12:06:56.224787Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:8a9a8b2c2487293aa24e8d081876adf9b5118982346a0f6a499c342b0d10e33f

Observation 7eea73cf-a292-41ff-88e9-c43a38a9da3e · outbound

This paper cites Scaling spatial intelligence with multimodal foundation models.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Scaling spatial intelligence with multimodal foundation models

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:06:56.218076Z

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.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:6256b43896b880fee3901ff6d656c8ebf315a8f6df5820be8af19110a78d2ff8

Observation 6da994d8-356a-422f-ab97-d7ec6081a762 · outbound

This paper cites an unresolved cited work.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:3d42cb5a61437aee69111ed235e6f58198198caddbf311dfbd2c48e52acfa997

Observation 58ceb36c-2bd3-4a54-ae02-4de813d064de · outbound

This paper cites move 2.5 meters to the left.

Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators move 2.5 meters to the left

Reference 53

Resolution
unresolved
no resolver link, observed 2026-06-28T02:25:30.998989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T02:25:30.998989Z digest=sha256:5e4aaa0d630db93ddc1925b222771b0b209269cb64570135fc48ef77fbb7c0ec

Pith citing papers

Observation b34d7c2c-182d-4197-b6a5-c2eee8a6e692 · inbound

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling cites this paper.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-08-06T00:31:39.103493Z

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.

source=pdf_text observed=2026-08-06T00:31:38.919997Z digest=sha256:2bbc1d03cda889b6aef781c69ccd33bef0a57bf8337e0c5c990b9264a82a1f9d

Observation a2c27826-25f7-4ef7-a988-846aa444833e · inbound

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling cites this paper.

It's the Decoding Format, Not the Perturbation: Auditing Consistency-Based Selection for Vision-Language Test-Time Scaling Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T04:18:02.360277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T04:18:02.360277Z digest=sha256:d56814b4049aef17241ec06209b3b6b4bea9102b1acc4eb3e95bcc758a747084