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Paper Citation Record · LEDGER

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

As of 5 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 13 inbound Pith citation observations for arXiv:2512.12623.

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

pith.paper-citation-record.v1
2512.12623 v3

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T23:02:28.588225Z

measured 82 of 82 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T01:07:06.861298Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

69 of 69 outbound references displayed

  • verified exact39
  • verified fuzzy16
  • unresolved6
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch7

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation cd54cd54-857d-4ca2-a1d1-799a1de2a0d7 · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 2

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.810917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:752ab79c1ca0dccb556d4af6e67ef2f63d72b01cdb8cbb3789c5b30c41aa5a65

Observation a90fe606-918e-458a-b62a-bef10b4b8355 · outbound

This paper cites GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning

Reference 3

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.931235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:f174a5d9b92683da14961c3e47ff016f38c74c2ca34b737aba017443914c4b61

Observation ba912232-8de5-45e9-abf0-4c263ebbf3be · outbound

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space LLaVA-OneVision: Easy Visual Task Transfer

Reference 4

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.845719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:db1b9bd6d25fa317de9144147a16fce10039eba7a431c498cd881fa14317d12a

Observation 15823ac1-a588-4708-acd3-963a0229d2a6 · outbound

This paper cites Kam-cot: Knowledge augmented multimodal chain-of-thoughts reasoning.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Kam-cot: Knowledge augmented multimodal chain-of-thoughts reasoning

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.703982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:80fb9f17b67e71c50b354003ddd981c1b051563660defc03ba0becf927e67361

Observation 286f90df-e819-43df-9587-0890b84ffd6d · outbound

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.962565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:6f22f99d57b176df54c8e48f8626c080f16a337444e2f760b9074569ca05c5ea

Observation 281b36ef-65c7-473e-af1c-7bdaaf771e0a · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 7

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.982730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:d68ab7052529c6274ddeb1efcdf232a1ba6993510c6036d286ef0d1ad15fef40

Observation 801c2345-99b6-4bf0-ae8a-c5da4eb6a00f · outbound

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.945912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:45855499e48ce99a9f52783d5be51743bf4021466ae43a1631e0a0c966bed256

Observation a2bf7638-13b5-4f61-877f-f6c1ffbc6523 · outbound

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.965786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:05f145e9b0249ef350d1bc3ceb27e7c12fdd79f039bab4e0a2ae5b7ee5f2deaf

Observation 03055f22-2501-4018-be04-b3f9247b503c · outbound

This paper cites ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding

Reference 10

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verified exact
arxiv_id, observed 2026-05-16T23:03:38.937182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:fd0cf01ad5d7bc769b9e62d8861c9a617c23ee32c31727c35994f3fc75401f34

Observation c7a5c95e-ca17-4949-bfcf-e30dd4b45186 · outbound

This paper cites GRIT: Teaching MLLMs to Think with Images.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space GRIT: Teaching MLLMs to Think with Images

Reference 11

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.976265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:fa2619fd136c796ce122a411e6e29cc0eb661c03a97737e4838d1037f2bb8653

Observation 9f41c4f4-5903-44e6-8d55-85548eaa7a97 · outbound

This paper cites Imagine while Reasoning in Space: Multimodal Visualization-of-Thought.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Imagine while Reasoning in Space: Multimodal Visualization-of-Thought

Reference 12

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verified exact
arxiv_id, observed 2026-05-16T23:09:34.995208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:4c3adfd23a3ed9ab2f39d53e539a7ffa8a0d358bc539662bbadc61816990bf33

Observation 5e5b5e81-2049-483f-9ccb-fc652ed6a1ea · outbound

This paper cites Latent sketchpad: Sketching visual thoughts to elicit multimodal reasoning in mllms.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Latent sketchpad: Sketching visual thoughts to elicit multimodal reasoning in mllms

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:03:38.841672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:2549a9f59f2f582f6d74b3833d68cc8fcf916359710c34a1761c1aa4952f05a8

Observation d8868eea-e2f7-4378-bb24-ee931610c5c3 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Training Large Language Models to Reason in a Continuous Latent Space

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.949543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:f148a92ce108c02321dc98a310fb2287ade12e71324dd7d01643a1267e27b57d

Observation df191349-b82f-4ab0-bba4-3940adb80a8f · outbound

This paper cites Seek in the dark: Reasoning via test-time instance-level policy gradient in latent space, 2025a.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Seek in the dark: Reasoning via test-time instance-level policy gradient in latent space, 2025a

Reference 15

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verified exact
arxiv_id, observed 2026-05-16T23:03:38.926726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:0294ac8c5b54677feaf13282b59551aa944387006e256c9eaeb0165704ee6069

Observation be2325a3-4edf-410f-935a-b70f05cf9487 · outbound

This paper cites Latent visual reasoning.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Latent visual reasoning

Reference 16

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verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.681220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:4b3d8165c7d88cd61e799ee5aee5ce421ec2ffb2f73593bb424de7bf2585fcaa

Observation 7755be9a-e860-4f09-9ecd-3c582b502929 · outbound

This paper cites Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens

Reference 17

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.956148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:8c563c9cce068514c3a6fb50f34c24e4e509133d3bf7c3695f6d62c2a5a4cc2e

Observation 837bac72-07df-476c-9ca0-fc64cbcadd49 · outbound

This paper cites Multimodal chain of continuous thought for latent-space reasoning in vision- language models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Multimodal chain of continuous thought for latent-space reasoning in vision- language models

Reference 18

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verified exact
arxiv_id, observed 2026-05-16T23:03:38.871497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:86cb0c8b6afb91bf1dd823e220aa5e53406a8ad038f10a1a6b9b3985af474edd

Observation b8be139d-1c1b-4126-9281-4976bedbe185 · outbound

This paper cites Appagent: Multimodal agents as smartphone users.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Appagent: Multimodal agents as smartphone users

Reference 19

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metadata mismatch
arxiv_id, observed 2026-05-16T23:03:38.806480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:cbe98719f696822afe9a0be45238c7f7d0bddedea5fba29b614070f7d12dcf9f

Observation 9aebe9d0-8370-4a32-945f-b2e263f3cc0f · outbound

This paper cites VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Reference 21

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.921781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:ac598def81a56b4e495237254a38687e35bad1c4bdf7a365e2cc395dde2cd21e

Observation 451c8cd8-21d6-42e4-b175-0676de1dab8d · outbound

This paper cites More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 22

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metadata mismatch
arxiv_id, observed 2026-05-16T23:03:38.836683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:a61e35411086275109d077121450ab17683d0fac6b8c18fae94571d441287c3a

Observation ac236aa0-38ed-4295-b1ce-0d9ae26d0f50 · outbound

This paper cites Reducing hallucinations in large vision-language models via latent space steering.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Reducing hallucinations in large vision-language models via latent space steering

Reference 23

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raw_fallback, observed 2026-05-16T23:03:39.669245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:d90242ff33b24dc6de2bf54d44a371bbf39d427e3d194679f76f67fce3a8405a

Observation fce04a1e-3fbd-4278-8d24-02427bda8bb9 · outbound

This paper cites Eyes wide shut? exploring the visual shortcomings of multimodal llms.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Eyes wide shut? exploring the visual shortcomings of multimodal llms

Reference 24

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verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.666611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:a955f6c27adaa91d809e27e3af08aacc0a4b5afea875921dcba6e9ce6783dab7

Observation d4c5aee5-ac8b-4d9c-a190-adf50baca7f4 · outbound

This paper cites Seeing far and clearly: Mitigating hallucinations in mllms with attention causal decoding.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Seeing far and clearly: Mitigating hallucinations in mllms with attention causal decoding

Reference 25

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verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.706577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:692aa186a4071b629023e0e94ce02a4ef9802b9ab46b5090255cb109d8fa86b7

Observation 180ba182-ec4d-4bd2-b8ed-395652e877e0 · outbound

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space OpenThinkIMG: Learning to Think with Images via Visual Tool Reinforcement Learning

Reference 26

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.823095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:a5797a0417edb447e99e86ca0538c6d585ea83aa28b990453727c4440a43aec1

Observation 5318a328-3d3a-444a-8a0a-cdeebb3c6250 · outbound

This paper cites Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models

Reference 27

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verified exact
arxiv_id, observed 2026-05-16T23:03:38.855828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:f880dc801f9ab7efce5784c3da2f979e5b3412e16730a09d033a84491bab00a8

Observation c22698e4-dae3-4721-9880-e21b96a6fc68 · outbound

This paper cites DeepEyesV2: Toward Agentic Multimodal Model.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space DeepEyesV2: Toward Agentic Multimodal Model

Reference 28

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verified exact
local_arxiv, observed 2026-05-16T23:03:38.889149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:e535556cf0e8edaf96af3b36f2854c60365790cd43c29b7d515be2fed27062cb

Observation f0969c11-ab1e-4fd7-844d-760618ba9e59 · outbound

This paper cites Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs

Reference 29

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arxiv_id, observed 2026-05-17T05:35:13.359401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:feb1b702705a935360494b28f26b3db3407379b605b3e0602a6d067962168afa

Observation 0a4e4059-99cc-4a99-84cc-84fbd5bbdb62 · outbound

This paper cites Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models

Reference 30

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arxiv_id, observed 2026-05-16T23:03:38.913538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:26c976536b2cf5659cb6a996675833dbde0deb5c25381a3631d58ca05861f159

Observation 5275e79c-8d09-48cc-ba8b-5cc1a48d9f73 · outbound

This paper cites Fractional reasoning via latent steering vectors improves inference time compute.arXiv preprint arXiv:2506.15882, 2025a.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Fractional reasoning via latent steering vectors improves inference time compute.arXiv preprint arXiv:2506.15882, 2025a

Reference 31

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arxiv_id, observed 2026-05-16T23:03:38.827709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:166d37a18ef44a521c92835007ecce0c13eec40f9a97ac135dda94c6332db7a5

Observation 1956fb37-78a7-4533-bd47-90afea8c82b6 · outbound

This paper cites ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning

Reference 32

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local_arxiv, observed 2026-05-16T23:03:38.971922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:1f561b15d541b4bd1801dbca4a0ba12dd1ab2f2a410c6f2ec4e5cf8cb0f9c2a0

Observation dd6b0100-24e3-4a2a-beb5-8174d29a7daf · outbound

This paper cites Milr: Improving multimodal image generation via test-time latent reasoning.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Milr: Improving multimodal image generation via test-time latent reasoning

Reference 33

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arxiv_id, observed 2026-05-16T23:03:38.969009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:1bbe27c7248caf6945dbc824abb87c522babc6a0dc9b7ee747930f9e147efd5c

Observation c662eb6f-5ded-48c7-aea4-d68d22991e32 · outbound

This paper cites Fan, Y ., He, X., Yang, D., Zheng, K., Kuo, C.-C., Zheng, Y ., Narayanaraju, S.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Fan, Y ., He, X., Yang, D., Zheng, K., Kuo, C.-C., Zheng, Y ., Narayanaraju, S

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T23:03:38.882225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:090a97fa726f6e20c4653715fcb1b7f9320b6087151ce60ab40a99ec7f163b2d

Observation ad6e8cdc-9793-4cb7-a1c7-6d01980d8d77 · outbound

This paper cites Spotlight on token perception for multimodal reinforcement learning.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Spotlight on token perception for multimodal reinforcement learning

Reference 35

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arxiv_id, observed 2026-05-16T23:03:38.831842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:1d2a75ab44089d663efa575396588bd2d69ba9190a6865839c90fb41f16a6171

Observation cd436550-59a3-45ae-bef5-525527ed258c · outbound

This paper cites Soft thinking: Unlocking the reasoning potential of llms in continuous concept space.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Soft thinking: Unlocking the reasoning potential of llms in continuous concept space

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.661426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:8ca13baaed721684989e35b98576756063290d71978876ac6b7df8e6aca55cf6

Observation 5104320c-6b2b-4b66-9b54-9d9c1ea30785 · outbound

This paper cites Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:03:38.900176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:f115cea5cc0b817e22f913c7b2261377958230805b56541de8a8976b040f9966

Observation 84a3005b-6a49-4269-9306-3cbbea21e960 · outbound

This paper cites Soft tokens, hard truths.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Soft tokens, hard truths

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:03:38.868032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:69333d73fdbaf7795fb2df6598b1e5f83f836deb6f6b6c48423dd19e9f0c10ff

Observation eac5c686-7d24-4660-993a-43e920267b9d · outbound

This paper cites Thinking on the fly: Test-time reasoning enhancement via latent thought policy optimization.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Thinking on the fly: Test-time reasoning enhancement via latent thought policy optimization

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:03:38.909098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:b9c687e3c8bf8e4d6982f27ed19d9ba57084dcfc6e27db9c8f5ac4daf9a68509

Observation 1e559da8-8a3b-4cde-802c-790c53bf7914 · outbound

This paper cites Feature extraction and steering for enhanced chain-of-thought reasoning in language models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Feature extraction and steering for enhanced chain-of-thought reasoning in language models

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.664034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:f78dd0e39a6fccf71c4db4c166e61dbaa34b8ebf3cc25cd967ed9a14c2406bcf

Observation a2edeed0-e889-4bcb-9cae-bbcda03a5853 · outbound

This paper cites In: Christodoulopoulos, C., Chakraborty, T., Rose, C., Peng, V.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space In: Christodoulopoulos, C., Chakraborty, T., Rose, C., Peng, V

Reference 41

Resolution
metadata mismatch
doi, observed 2026-05-16T23:03:38.701771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:99d7cb32388c5f14f1544aa8613f4ef2a4bb3cf517fcccda4cb173ea5f7f2f23

Observation 476a8cf1-cd74-4003-aae4-15b60af32b7f · outbound

This paper cites Dianat, Majid Rabbani, Raghuveer Rao, and Zhiqiang Tao.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Dianat, Majid Rabbani, Raghuveer Rao, and Zhiqiang Tao

Reference 42

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T23:03:38.896547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:08c2be13108a7235d7354cec46f314582cd3878b716f565ce6b2eb2c1fc2ecdb

Observation 695df68b-663b-447b-a8e4-7b989f08be41 · outbound

This paper cites Interleaved-Modal Chain-of-Thought.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Interleaved-Modal Chain-of-Thought

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:03:38.819399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:cdb028c7fc74e66d3343bdac90cedff7cf016e61bd30ea3be9e0f9d013172920

Observation 5225e286-b9f6-4135-8f0d-356d9f327c2d · outbound

This paper cites Qwen2.5-VL Technical Report.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Qwen2.5-VL Technical Report

Reference 44

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.959234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:b013eddeb71ffa67e8b8cd4334b241eaba515dce46246a2e624f4e4124ad11eb

Observation 18c7d89c-40a3-4b75-b8c3-b682c3431ad1 · outbound

This paper cites GPT-4o System Card.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space GPT-4o System Card

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.979528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:04ea4bda9a4ef3d926f4760ff751414ab0a81fca0a7e57b2525002ac27835bb4

Observation b9e88584-0bf3-4628-962d-ee8e893dff2b · outbound

This paper cites arXiv preprint arXiv:2510.12603 (2025).

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space arXiv preprint arXiv:2510.12603 (2025)

Reference 46

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T23:03:38.892884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:0530488dbcf0f7edf3363637188d4031858acdcf854f4c871ffe53ed551c00f6

Observation adcf090d-e7c6-4db6-bc84-cc08d1262893 · outbound

This paper cites Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework

Reference 47

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:03:38.952618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:dcb3aef373ae1eb1bdf1ad97d4a34cf77cfa0196fd8557a5d728fa73c7c76651

Observation 1fcebb68-5fd6-4cfd-bc13-7bd16f5b8bd3 · outbound

This paper cites Zhang, F.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Zhang, F

Reference 48

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T23:03:38.885625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:377d7961c3bbc9374b003a9dbcc54597f8031569fd7823c4fbd44878b59ce473

Observation 0413bfce-517d-4f20-b450-b981a021c062 · outbound

This paper cites Simple statistical gradient-following algorithms for connectionist reinforcement learning.Machine learning, 8(3):229–256.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Simple statistical gradient-following algorithms for connectionist reinforcement learning.Machine learning, 8(3):229–256

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.658468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:20120cf68e2e30bedec594f23bc18016116e53b54b50bd11d3fad8c9d30d14ae

Observation 87f20a1d-2c1f-4d28-becd-1a4f4b378307 · outbound

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.917864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:2906cafb662c911a55c4a9a1cae9a7f3d9801a0e344273e9a08a377dc7b3fe1a

Observation 88674871-a74a-4b1b-8776-512f7945ef01 · outbound

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-17T15:43:34.765363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:3915c6441e69e9bece8f522e97dfa14d84b2c9bb7db55ac9f5cf16d30c218a0c

Observation 538ddbcf-f444-4d2d-aadb-4b3309d3c56a · outbound

This paper cites Qwen3-vl: Sharper vision, deeper thought, broader action.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Qwen3-vl: Sharper vision, deeper thought, broader action

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.671659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:12f22b328be5b84a457a3aff7dbb064435529291c79057859f333ce42cd38dfb

Observation 9f4739ea-9def-4048-8749-b5d471adf5e2 · outbound

This paper cites Compositional chain-of-thought prompting for large multimodal models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Compositional chain-of-thought prompting for large multimodal models

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.686116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:bbf6c17656ca7c2e07d6f919dacdae58ad7400388c81a16ca7eb1ffc02f2ba93

Observation 52cad193-c475-4773-909f-2c9223e7d384 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Multimodal Chain-of-Thought Reasoning in Language Models

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.874678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:47e348bfc30113a0faa37b303a79e5927736ac26a0433360abb16a13e3b7e42f

Observation 3233a426-5f23-4733-963e-477395f14da2 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.904657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:3fc30f7e6cdcf45c572bf948473b1d9e8abdd4ad1d52b52e9683f75440d35d94

Observation ae578d68-1086-4af0-99a5-d078b3408d2a · outbound

This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Measuring multimodal mathematical reasoning with math-vision dataset

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.699561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:12b3e6b12c5bf7a61d66eb07dd0ba1d353b2ba3af12313b45f47c8f888a6e7c6

Observation 64eeffb1-fae4-47bc-a210-a0c533a5c7a3 · outbound

This paper cites Mm-math: Advancing multimodal math evaluation with process evaluation and fine-grained classification.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Mm-math: Advancing multimodal math evaluation with process evaluation and fine-grained classification

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.701934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:1325e94c3896d9dd768dc2afc438390bdcddc89c17d6fe764bf5c18c000de0b3

Observation 9a031af1-b7dc-4cf5-b788-02638ece239d · outbound

This paper cites HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-17T01:22:04.360724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:f00da121f0fb9377687adfa98b69d99c3cf96b68d0e1db10c5ea9e4ef037f22b

Observation b6a9d460-798f-4b74-a6c2-4b6cd6536308 · outbound

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

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-05-16T23:03:38.942499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:c5919cdde4b49a148434ade0d5027f1a3ba473451df1d9c6533958765303f5ee

Observation 4d5d1a1a-1d2f-46dc-9ec2-12ffaca536ba · outbound

This paper cites Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering

Reference 60

Resolution
verified exact
arxiv_id, observed 2026-05-16T23:03:38.878520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:34c2f1b2d60db822df1294e78bed8c45142e690c07e9cddacce3b239239dd117

Observation b8e9c999-364f-47ec-ada2-a6f628fcc2a3 · outbound

This paper cites CLIP-blind.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space CLIP-blind

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.690707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:722c1367b7b5aa876d0a396ce8fc774a2e79fd99b063869cd99fd61e28fc104b

Observation 4bf15ad0-bad2-4c41-8e99-dc6dd4acb9bb · outbound

This paper cites an unresolved cited work.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-16T23:03:39.678891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:61db973549d1c6135e4d612fcbbd2e466298636e2539b7369c9b5d61a3e6e969

Observation 2248157e-4a98-46c0-bca1-637b3955d0af · outbound

This paper cites an unresolved cited work.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-05-16T23:03:39.694870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:1140cc17e78121be3db362640c66301a7af28dbcbb68eb868ac54369af05fc81

Observation 905cb613-b19a-4f81-9708-c6c609ae04bd · outbound

This paper cites Upon examining the image: ▶The door appears to be aligned with the rest of the truck’s body.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Upon examining the image: ▶The door appears to be aligned with the rest of the truck’s body

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.697223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:59d4bfe20327b03edff366b3d318b71c2f5ae7430928cf2a4d2ffec499d87e17

Observation 13433db3-eb5e-43eb-a01e-3568a5b08132 · outbound

This paper cites an unresolved cited work.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Unresolved cited work

Reference 65

Resolution
parse uncertain
raw_fallback, observed 2026-05-16T23:03:39.708445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:46d24fdfabed31dd9a401fdbe94e22545a3785d62840063e1038164bf51b63ec

Observation 1213f1bb-4123-4172-8d5d-82794366e431 · outbound

This paper cites an unresolved cited work.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-16T23:03:39.688464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:340b106424f7f3ee1ca9b89337b49e9e5e105396c4f1b27c7cb6946e95bfe3f7

Observation 70ef6154-342a-4859-b28f-920d5f88c4f7 · outbound

This paper cites an unresolved cited work.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-05-16T23:03:39.676479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:e7a2fe0247addd1f616edc6f74010486b62c58e2cf0aea92fba7214721cc8dae

Observation 7251e9b4-f908-4511-b980-ae4defd20d70 · outbound

This paper cites an unresolved cited work.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-05-16T23:03:39.692712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:45cbc9e198058fa07798ad4bb976c0b08a4e044561c102b33b4fec42a93ff3ff

Observation 5f0483ce-1948-4843-aed9-fa08244d989e · outbound

This paper cites an unresolved cited work.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-05-16T23:03:39.683576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:3683a6590badc9a00429c226afe7943d815d0a6dc5bd8edc83cb5e21a602a163

Observation 2f9ec472-2e61-4b30-8a19-296bd810f93f · outbound

This paper cites 2.First Edge: The beetle moves along the first edge and changes direction to the right.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space 2.First Edge: The beetle moves along the first edge and changes direction to the right

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.674162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:d108583f4bc9ea8e8a49517200e58f4c1fa2f34b2feb796a74ba7c1ed5bfbca3

Observation e25dcd64-db53-4413-b852-bd391b6b1a23 · outbound

This paper cites 8.Seventh Edge: After moving along the fourth edge, the beetle changes direction to the left once more.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space 8.Seventh Edge: After moving along the fourth edge, the beetle changes direction to the left once more

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T23:03:39.655541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T23:02:28.588225Z digest=sha256:93492d32cbeef6e6751b69f808ff37f99d7b10be9cd283979d0c642ef639cb68

Pith citing papers

Observation ed81a88b-6c9b-424f-abf4-d9c33ee64127 · inbound

Forest Before Trees: Latent Superposition for Efficient Visual Reasoning cites this paper.

Forest Before Trees: Latent Superposition for Efficient Visual Reasoning Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-05-16T16:01:05.162961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T15:58:03.654150Z digest=sha256:29b781f46fca768a5302f2cf4c6fdae61f49fcbb30bb6be71f7e7874d276fe63

Observation 1a8b6606-0dc4-4b43-bde5-4978ec636038 · inbound

Towards Explainable Industrial Anomaly Detection via Knowledge-Guided Latent Reasoning cites this paper.

Towards Explainable Industrial Anomaly Detection via Knowledge-Guided Latent Reasoning Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-05-16T03:10:32.009680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-16T03:08:58.617137Z digest=sha256:040785da5a04919f5500d22a456bf453d389e063ebe3a4db881c93044aaf9601

Observation ab236be0-80a0-4a85-b63e-c84f640d07d0 · inbound

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

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 117

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T14:03:01.974171Z digest=sha256:84a2ad7fe4fb3b2098288f9541e7c08d472e36025aa1da316785a9d10377eeca

Observation 89b6da3e-4c93-40b6-9ea1-d17d776ad77d · inbound

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs cites this paper.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-11T16:36:09.585493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-09T15:47:49.982564Z digest=sha256:5ceb9b3d8e6b43e439502d0e11e8e4f4f45ef623c0e43826fb29373d47cc0aea

Observation 78d87c49-8154-448c-8817-e8647146a4a3 · inbound

UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs cites this paper.

UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-05-13T07:32:29.443170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-13T07:32:03.466222Z digest=sha256:77545080592d84759aa996367343c0cfc138a041ddd41842541fed5f09aa0c5c

Observation b321ab71-bc08-4f48-a68b-aefd0c6a56c9 · inbound

Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models cites this paper.

Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 26

Resolution
metadata mismatch
local_arxiv, observed 2026-05-13T07:22:28.535715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-13T07:21:40.803291Z digest=sha256:3c9dba6c55e801b8f4fa9593c990b9c24f491ad750183d2302738975593aa515

Observation 94536a00-4ec3-422e-a2f7-679dcb8c264e · inbound

Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models cites this paper.

Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 26

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:40.224128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-19T16:48:20.132240Z digest=sha256:aff1f20c17eb1cc21ded05dee68db2339dead5f90887ea3e3255a693f4e80a34

Observation f8e11a3e-f25d-4be5-a78b-5039bc9485e2 · inbound

Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models cites this paper.

Fill the GAP: A Granular Alignment Paradigm for Visual Reasoning in Multimodal Large Language Models Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 26

Resolution
metadata mismatch
local_arxiv, observed 2026-05-21T08:04:02.685057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-05-21T08:02:00.980836Z digest=sha256:7adc9affe986ccba57a8d2a737c499a89b6a46e595e503483f23ff5f8d9d087b

Observation 7669da27-2c29-4fe0-a77c-079719fca0cf · inbound

LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning cites this paper.

LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-05-22T06:36:10.490620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T06:34:57.483234Z digest=sha256:6311c3387cc9fb633c585b8bb13b6bef29e6e64938448840b4c1c04a6f185556

Observation 967460c7-bf34-435a-9455-614a70976b28 · inbound

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

DeepLatent: Think with Images via Parallel Latent Visual Reasoning Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 64

Resolution
metadata mismatch
local_arxiv, observed 2026-06-28T19:52:36.116411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T18:44:39.545911Z digest=sha256:7c5b725af0b95ed9272d74b4d3c6ad4e60b1b8e6627b2922745d349d8e0e2251

Observation 6899ec7c-b1ee-4583-8ecd-60486c5cf721 · 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 Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-06-30T06:44:18.271354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T06:43:20.893142Z digest=sha256:96a5450b95d52ae20492380ddc961ea1b93e80c6b00d026dddfa11a55b6a09c3

Observation 945ec263-6854-47e8-8a2e-a01b15fcad95 · inbound

Latent Noise Mask for Reducing Visual Redundancy in Multimodal Large Language Models cites this paper.

Latent Noise Mask for Reducing Visual Redundancy in Multimodal Large Language Models Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-06-30T06:54:21.205830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-30T06:35:16.868238Z digest=sha256:7b28610d503b4e8ae5d858f897aa07eae9b736af1eef1caa9fa48ca923be06ce

Observation 8572acd0-e2bb-4609-b66b-c4c5d7976d52 · inbound

Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning cites this paper.

Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 19

Resolution
unresolved
no resolver link, observed 2026-07-14T01:07:06.861298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T01:07:06.861298Z digest=sha256:5278dc6eb9f9e6aa025f3a4547dc84fc7566562e3ea17fe5c1372094b23f7a8d