Paper Citation Record · LEDGER

Imagination Helps Visual Reasoning, But Not Yet in Latent Space

As of 4 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 10 inbound Pith citation observations for arXiv:2602.22766.

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

pith.paper-citation-record.v1
2602.22766 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T20:40:33.133220Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T16:13:17.566716Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T12:15:01.137692Z

Reference resolution

28 of 28 outbound references displayed

verified exact0
verified fuzzy0
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 07d9be5a-6a3a-4052-b3b9-a26c4d071aa2 · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Emerging Properties in Unified Multimodal Pretraining

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:29.952041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2cd370e-40e1-4075-870f-bd02d81978e0 · outbound

This paper cites Interleaved la- tent visual reasoning with selective perceptual modeling.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Interleaved la- tent visual reasoning with selective perceptual modeling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:30.096225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a128282c-278f-4391-be66-e1653b7e6678 · outbound

This paper cites OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:30.201984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f4433c1-af72-4bb9-b18c-8b06d1776dcc · outbound

This paper cites WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:30.373169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33b1d44a-fff3-4fc8-b836-3d6432b2f32f · outbound

This paper cites DeepEyesV2: Toward Agentic Multimodal Model.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space DeepEyesV2: Toward Agentic Multimodal Model

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:30.486539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63eb841f-7c00-42b9-8373-d65bbda0b0d4 · outbound

This paper cites GPT-4o System Card.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space GPT-4o System Card

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:30.646055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae73ebdb-72ed-41de-b204-c49c7679b7c1 · outbound

This paper cites TableVQA-Bench: A Visual Question Answering Benchmark on Multiple Table Domains.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space TableVQA-Bench: A Visual Question Answering Benchmark on Multiple Table Domains

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:30.917208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47907d39-fa10-4af2-9964-78c1cd2bb719 · outbound

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

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.055040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28d5b159-7743-40d6-83fe-83ac2a233031 · outbound

This paper cites B., Liu, O., Guo, P., Neiswanger, W., Huang, F., et al.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space B., Liu, O., Guo, P., Neiswanger, W., Huang, F., et al

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.210796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e70cf8d5-0f20-4318-88e1-9a873790d2a9 · outbound

This paper cites Think in safety: Unveiling and mitigating safety align- ment collapse in multimodal large reasoning model.arXiv preprint arXiv:2505.06538,.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Think in safety: Unveiling and mitigating safety align- ment collapse in multimodal large reasoning model.arXiv preprint arXiv:2505.06538,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.327405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0eae6df-1a43-4e21-a711-8aa1a53ed9b7 · outbound

This paper cites Being-h0.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Being-h0

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.469656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6289e5b-c661-4708-9443-3dc729af693c · outbound

This paper cites M., Shiee, N., Grasch, P., Jia, C., Yang, Y ., and Gan, Z.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space M., Shiee, N., Grasch, P., Jia, C., Yang, Y ., and Gan, Z

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.638896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ec13d74-bc9d-488e-abe8-b32c0508ce0f · outbound

This paper cites Instability in down- stream task performance during llm pretraining.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Instability in down- stream task performance during llm pretraining

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.753183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e93e813a-32be-4264-8589-c246781868d5 · outbound

This paper cites CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.839844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60417fd9-288f-4e86-b5b6-843e3d305b41 · outbound

This paper cites Realunify: Do unified models truly benefit from unification? a com- prehensive benchmark.arXiv preprint arXiv:2509.24897,.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Realunify: Do unified models truly benefit from unification? a com- prehensive benchmark.arXiv preprint arXiv:2509.24897,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.897189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69947571-c45f-4e8d-8af1-caeec6344576 · outbound

This paper cites Sketch-in-latents: Eliciting unified reasoning in mllms.arXiv preprint arXiv:2512.16584,.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Sketch-in-latents: Eliciting unified reasoning in mllms.arXiv preprint arXiv:2512.16584,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:32.028919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02d2c5fe-059d-4e64-b9aa-a03cbd686424 · outbound

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

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:32.149994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bff5ccd-1286-4353-a6c1-ec7496ccef65 · outbound

This paper cites MMSearch-R1: Incentivizing LMMs to Search.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space MMSearch-R1: Incentivizing LMMs to Search

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:32.339980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1f60eea-823b-4954-9f2a-dd0c83311b1c · outbound

This paper cites Cambrian-S: Towards Spatial Supersensing in Video.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Cambrian-S: Towards Spatial Supersensing in Video

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:32.470141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8c4b8ad-ec39-4edf-807e-ea0240cf2d78 · outbound

This paper cites M3 searcher: Modu- lar multimodal information seeking agency with retrieval- oriented reasoning.arXiv preprint arXiv:2601.09278,.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space M3 searcher: Modu- lar multimodal information seeking agency with retrieval- oriented reasoning.arXiv preprint arXiv:2601.09278,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:32.644801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa39389-5e51-42c6-8e59-2be427af8596 · outbound

This paper cites DeepSketcher: Internalizing Visual Manipulation for Multimodal Reasoning.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space DeepSketcher: Internalizing Visual Manipulation for Multimodal Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:32.762712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cebb0dfb-ba62-4084-a305-3045bc68de55 · outbound

This paper cites Thyme: Think Beyond Images.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Thyme: Think Beyond Images

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:32.906908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79674270-4f43-4e0e-ab7b-79bf938e34be · outbound

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

Imagination Helps Visual Reasoning, But Not Yet in Latent Space DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:33.008020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b668eb8-63fa-4ca9-9562-d79317790a4c · outbound

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

Imagination Helps Visual Reasoning, But Not Yet in Latent Space InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:33.133220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d4e5937-16ab-44ae-b78b-56bf087e50c2 · outbound

This paper cites Qwen3-VL Technical Report.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Qwen3-VL Technical Report

Reference 1971

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:29.696203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a120669a-8048-4583-8d48-6b584cac864b · outbound

This paper cites VLM-R$^3$: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space VLM-R$^3$: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:30.764822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb2a150f-a095-4477-bd0a-75518c38de64 · outbound

This paper cites Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:29.809107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4d515d3-a572-4446-9d8a-7ed8b84e402c · outbound

This paper cites F., Feng, X., and Sun, M.

Imagination Helps Visual Reasoning, But Not Yet in Latent Space F., Feng, X., and Sun, M

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T20:40:31.563249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 24b91e6c-2559-4804-b582-daf97d7125a4 · inbound

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook cites this paper.

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 109

Resolution: unresolved; no resolver link, observed 2026-07-13T14:03:01.974171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fc79739-d7a0-4ed0-963a-125bf430daa8 · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-06-09T02:06:14.979939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1f98e667-4a78-42f7-afa9-c586a6b07fe4 · inbound

Retrieve, Integrate, and Synthesize: Spatial-Semantic Grounded Latent Visual Reasoning cites this paper.

Retrieve, Integrate, and Synthesize: Spatial-Semantic Grounded Latent Visual Reasoning Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-09T02:06:14.979939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d74bd126-7483-4bab-8536-6c5a8cbcc5be · inbound

What's Holding Back Latent Visual Reasoning? cites this paper.

What's Holding Back Latent Visual Reasoning? Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-09T02:06:14.979939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation fa878595-6ea0-49fa-8ad1-0941655bfb2c · inbound

Leveraging Latent Visual Reasoning in Silence cites this paper.

Leveraging Latent Visual Reasoning in Silence Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-09T02:06:14.979939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d28a7293-3601-4959-a6dc-867fe7dd72f0 · inbound

Does Seeing More Mean Knowing More? Mono-Anchored Advantage Normalization for Multi-Source Visual Reasoning cites this paper.

Does Seeing More Mean Knowing More? Mono-Anchored Advantage Normalization for Multi-Source Visual Reasoning Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-06-29T22:54:00.567606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 577d28bc-7d29-476d-82ae-d4d2f274a02f · inbound

DeepLatent: Think with Images via Parallel Latent Visual Reasoning cites this paper.

DeepLatent: Think with Images via Parallel Latent Visual Reasoning Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 36

Resolution: metadata mismatch; local_arxiv, observed 2026-06-28T19:52:36.114162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 486b4aec-5c15-4fc2-a6f8-4f3e224ff635 · inbound

Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression cites this paper.

Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-06-30T06:44:18.723523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2b0a8d99-35f9-4d5d-99a5-6314acc71f98 · inbound

Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression cites this paper.

Why Struggle with Continuous Latents? Interpretable Discrete Latent Reasoning via Rendered Compression Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-06-30T06:44:18.270003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation e5f1ee6e-e977-453f-a050-81c227dbd18e · inbound

OPLD: On-Policy Latent Distillation for Multimodal Reasoning cites this paper.

OPLD: On-Policy Latent Distillation for Multimodal Reasoning Imagination Helps Visual Reasoning, But Not Yet in Latent Space

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-31T16:13:17.566716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.